{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.spatial import ConvexHull"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.697</td>\n",
       "      <td>0.460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.774</td>\n",
       "      <td>0.376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.634</td>\n",
       "      <td>0.264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.608</td>\n",
       "      <td>0.318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.556</td>\n",
       "      <td>0.215</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       0      1\n",
       "0  0.697  0.460\n",
       "1  0.774  0.376\n",
       "2  0.634  0.264\n",
       "3  0.608  0.318\n",
       "4  0.556  0.215"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"../data/watermelon4.0.csv\", header=None)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "程序参考[Github](https://github.com/han1057578619/MachineLearning_Zhouzhihua_ProblemSets/blob/master/ch9--%E8%81%9A%E7%B1%BB/9.4-KMeans.py)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "class KMeans(object):\n",
    "\n",
    "    def __init__(self, k):\n",
    "        self.k = k\n",
    "\n",
    "    def fit(self, X, initial_centroid_index=None, max_iters=10, seed=16, plt_process=False):\n",
    "        m, n = X.shape\n",
    "\n",
    "        # 没有指定中心点时，随机初始化中心点\n",
    "        if initial_centroid_index is None:\n",
    "            np.random.seed(seed)\n",
    "            initial_centroid_index = np.random.randint(0, m, self.k)\n",
    "\n",
    "        centroid = X[initial_centroid_index, :]\n",
    "\n",
    "        idx = None\n",
    "\n",
    "        # 打开交互模式\n",
    "        plt.ion()\n",
    "        for i in range(max_iters):\n",
    "            # 按照中心点给样本分类\n",
    "            idx = self.find_closest_centroids(X, centroid)\n",
    "\n",
    "            if plt_process:\n",
    "                self.plot_converge(X, idx, initial_centroid_index)\n",
    "\n",
    "            # 重新计算中心点\n",
    "            centroid = self.compute_centroids(X, idx)\n",
    "\n",
    "        # 关闭交互模式\n",
    "        plt.ioff()\n",
    "        plt.show()\n",
    "\n",
    "        return centroid, idx\n",
    "\n",
    "    def find_closest_centroids(self, X, centroid):\n",
    "\n",
    "        # 这种方式利用 numpy 的广播机制，直接计算样本到各中心的距离，不用循环，速度比较快，但是在样本比较大时，更消耗内存\n",
    "        distance = np.sum((X[:, np.newaxis, :] - centroid) ** 2, axis=2)\n",
    "        idx = distance.argmin(axis=1)\n",
    "        return idx\n",
    "\n",
    "    def compute_centroids(self, X, idx):\n",
    "        centroids = np.zeros((self.k, X.shape[1]))\n",
    "\n",
    "        for i in range(self.k):\n",
    "            centroids[i, :] = np.mean(X[idx == i], axis=0)\n",
    "\n",
    "        return centroids\n",
    "\n",
    "    def plot_converge(self, X, idx, initial_idx):\n",
    "        plt.cla()  # 清除原有图像\n",
    "\n",
    "        plt.title(\"k-meas converge process\")\n",
    "        plt.xlabel('density')\n",
    "        plt.ylabel('sugar content')\n",
    "\n",
    "        plt.scatter(X[:, 0], X[:, 1], c='lightcoral')\n",
    "        # 标记初始化中心点\n",
    "        plt.scatter(X[initial_idx, 0], X[initial_idx, 1], label='initial center', c='k')\n",
    "\n",
    "        # 画出每个簇的凸包\n",
    "        for i in range(self.k):\n",
    "            X_i = X[idx == i]\n",
    "\n",
    "            # 获取当前簇的凸包索引\n",
    "            hull = ConvexHull(X_i).vertices.tolist()\n",
    "            hull.append(hull[0])\n",
    "            plt.plot(X_i[hull, 0], X_i[hull, 1], 'c--')\n",
    "\n",
    "        plt.legend()\n",
    "        plt.pause(0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ww/iRtrW1sX37drKzs8nJydEKIshwKkWrRwffM5pfaHyvXj1wgI+bm3u3NzkcKOCd6dMBuKy0lBf27z/onGOsVqqPPx6A52pqeKOhgVgPc0y4x2h8YXIys+PiDjLXZIWH9+7/sKiISJOJaLO53wHTQxMmHPb+xkdGDum5DDfWwkKshYXEtrXx2tq1XDB6NON8LdQRCDkl0WN+Gez2oRDu8eU2m804HIMvObxixQrq6upYt24dFouF3NzcIa0kd7lcfPrpp0RERAxJPqUUt956K9dcc81B23fv3k10dPRRy6M5lOGMme92uThgtx/UiTc7HJyTnExMWBgrGxv5R11d7/aeEf1/Z8wgPiyMW8vLebDykGQHdJ14IuEmE/9pbOSpffsO6sSTPVbWn5eSQn5U1EEjec/9f50yhXCTCfMAM+IlWVn9bu8h1TANBQuF0dGkWiy829jI5QMMAP2FkFMS2dnZVFQcmjG3v3Qf3sRisWC32w9JYdHc3ExaWhoWi4X333+/X1k9OfXUUzn//PO58cYbSU5OpqGhgaSkJE4//XQeffRRbr75ZgDWr19PUVHRgOeJjY2ltbW19/MZZ5zB7bffzmWXXUZMTAzV1dU63cYw0hMzj90OQEdrKzv+8x+6HA46cnJ6O/Ezk5LICA/ns5YWHq+uPmik3+Rw8K+pUymMieGP+/Zx3fbth1ynbNYsJoeFUdrezl/27z+oE58YGdlr3jknOZl0q/Wg/fFmM2FGp/7rCRN4dOLEAe/norS0w95vVB8TT6hjEuHUhARWNjailPLrNUYhpyTuu+++g3wSAFFRUdx3330jKsfixYuZNm0aM2fOZMWKFb3bL7vsMhYuXEhhYSHFxcVMnjz5sOeZMmUKy5Yt46STTsJsNjNjxgyeffZZfvOb3/CDH/yAadOm4XA4OPHEE/nd73434HmSk5OZP38+U6dO5ayzzuLBBx+krKyMefPmAW7H/PPPP49Z/9iHha6VK8Fup8ls5pW0NLK7urhg2jRoboaNG3vbvVFYSEZ4OPV2O+83NfV24Bnh4UyJjibCMNmclJDA7yZNcu/3cMCONcws12dmcr1hAu2PExMSODEhYcD9Jj/uxAKV0xIT+UtdHWUdHRT48ew8JENgvRHdpHGjQ2AHR/NddwHw28xMfjZ+PA9v20aU00m8w8GYb3+7t5MfZbUeZLvXBA+7Ozu5oKSE30ycyHzDwe9NdAjsUXDZZZdppaDxKRIfj2pu5prqal4YNYoHcnL4dM0aEmJiiDvMiF4TPORGRrKu+Kj77BFHD1E0Gh8QsWABWCxYlOLRbduotVq5e8IEv4+ZDxaeW76c7KQkTCJkJyXx3PLlPpOl2+XC6ccWnaCZSfi78ycUGEnTZSBm0/TEM2b+uOZmrqur47HRo7kiK4vBBUtrhspzy5dz3R130GkEDVQ2NnLdHe5sQZcvPaTKslf5sKmJr23cyMrp03vXlPgbQaEkIiIiqK+vJzk5WSsKH9FTT6K/kNvhpm9kUE82TSDgFEWPvPc7nXRu307WCDy/UOf2Bx7oVRA9dNrt3P7AAyOuJAqiouhwuVjZ1KSVhDfJzMykqqpK1zLwMT2V6bxN43vvUW6xUGC3YxPh9ZQUzq2r8/tsmocj2mzm6SNEsmmGh6rGxqPa7k1SrVaKYmJ4t7GRZX6a3iYolITFYtHV0EKE0vZ2Lho/nnqLhS8++4xXU1K4Nj+fgrY27ti1i28EuNmxurub67Zt4//GjWOKH4dFBjKZiYlU9qMQMhMTfSCNOxT2N1VVdDidfrmeRDuuNQGBUoo/7N1L8bp17A8P57fbthHlcvGN/ft5prSULpOJSwoL+coXX/BxU5OvxR0yVhFWNTdz1datfu3MDGTuueUWIvssDI20WLjnllt8Is+ChARsSvFfP00ZrpWExu/pcjq5uLSUxdu2MT8+nrVpaXzVWB1uAr5eV8fqDRt4LDqaXV1d/HjHjhF1og8nqVYrj0yYwKctLTxRXX3kAzRHzeVLl/LE3XeTlZiIAFmJiTxx990j7o/o4SsJCdyZm+s3+aX6EhSL6TTBjVKKi0pKmBUXx81ZWZhEBoxu6nA6qbHZGBcZSb3dzs07d3JbdjYTPDKC+jtKKc7auJH/tbRQMmsW2dqZ7XcEYnTdUBfTaSWh8UtcSvHLykouTE1lbGTkkEKc36yv54KSEuxKcXV6Orfn5JDukdzQn9nd2cmUNWu4KDWVZ/UKdr+ib3QdABYLkQsXDllRdDidfNjUxLy4OBK8lCNtqEpCm5s0fsfe7m5O37CBW8rL+bORxnwozuizkpPZOWcOi9PT+cO+fYxfvZrbystxBcDAKDcykn9NncojR0iBrRl5evJuHYRRq3qobGhr42ubNvGuDyKsjkRQRDdpgoc36uu5fMsWOpxOns7L47vHmEY5PTycxyZN4sasLO7YtYttHR29yeocLheukhK/NRucZtQGsblcdLtcxIbpn6s/MFBN6mOpVT0rNpZYs5l3Gxu58AgZdUca/a3T+A0v79/PxaWlTIuO5qWCAvKHMQR0fGQkKwoKcBj1i7e0t3P6unXcuH0732ppwYJ/LspzuFzM+/xzpsXE8Ee9jsIv6Mm71d/2oRJmMnFyQgIr/TAyT5ubND6nx/xzdnIyd+fmsnrmzGFVEJ701Ca2K0VGSws/Hj+eOcXFvNsTI3+MZoPhJsxk4sykJJ6tqeFdozStxrf05N06iGGoVb0gMZEdnZ1UDKHImDfRSkLjU/5UU8Pczz+n3ekk2mzm9tzcQ2oQe4PCmBjeXLeOlzZtwqIUl06dyodG9tVjMRt4g9tzcpgUGcnibdvocDp9LU7IYy0sJHLhwt6Zg8THH5PTuofTjIHK+37ml9DmJo1PaHU4+P727TxfW8tJ8fG0GUpiJDHFx3NmQwNzm5v5WlERn8THc1JT0zGZDbxBhNnMk3l5nLx+PT/fvZsHx4/3tUghj2fereGiICqK9cXFFPrZSnutJDQjzrrWVi4pLaW8s5O7cnNZlpMzYO1jbxKxYAGdr71Ggt3OO198QYzLBRYL4aeeOuKyHImTEhK4Oj2d9xobsblcWHUhoqBDRJgeE+NrMQ5Bf9M0I4pSiiU7dtDtcvFBURF35Ob6REHAwWaDGJcLiY9ny1lncYbTyQGbzScyHY6HJ0zg05kztYIIYnZ3dnLt1q1saW/3tSi96JmEZkTYb7MRJkKSxcKK/HxizGaSvLRo6GjoazawNzWxeuNGFm7ezMrp0/0q4VqPOa7Jbmd1aytnGCGymuDBLMLv9+1jclQUk/3E7KSHJBqv825DA9PXruX727YBkB0R4RcKoj9OSEjghfx8Pmtp4eLS0t6QWX/ipp07OW/zZnZ0dPhaFM0wkxURwcTISL9aVKeVhMZr2F0ulu7cyekbN5IYFua3+fL7cn5qKo9NnMjr9fVcu22b3yULvGvsWKwiXOOHsmmOndMSE/mwuRm7nwxQtJLQeIU9XV185YsvuL+ykqvS01l73HEU+qFTbiCuzcjgZzk57LXZ6PaTH2sPGeHhPDB+PO81NfFsTY2vxdEMMwsSE2lzOvnMyHTsa7RPQuMVrCI0Ohy8XFDARX6WZmCw3J2bi1MpwkwmXEr1pvPwB65OT2dFbS0/2bmTryUnM8pq9bVImmHilIQEcsLDOdA3P5SP0DMJzbDR7nTy0J49OJVidHg4pbNnB6yCAHdIYpjJRJ3NxvGff86/DhzwtUi9mET4Q14eJ8bH49Amp6AiyWJh97x5nJuS4mtRAK0kNMPEhrY2itet45bycj4y8s/4KrR1uIkym1HAJaWl/M+PVmPnRUXxz8JCMgIk/bnm6FBK+UXGYq0kNMeEUorfVlUxZ906mh0O/jN9Oqf4qFawt4g2m3m9sJCs8HAWbtpEmR/FsIM7tv47ZWW0OBy+FkUzTJS0t5PxySe87Qf5urSS0BwTP9qxg+t37GBBYiIbiotZEGQKoodUq5W3p03DKsKZGzdS3d3ta5F6qbXbeb62ltvKy30timaYGBcRQYPd7hehsF5VEiJypohsFZEdIjJgAVkRuUBElIgcddUkjW/oCb381qhRPDx+PK8XFpIa5M7TsZGRvDltGmlWq9+EJwLMiYvj+owMHt+7l1V+ZA7TDJ1Is5n58fGsDGYlISJm4DHgLKAAuFRECvppFwvcAKz2liya4cPhcvHzXbv4yc6dgLuDWpKVNaTKcYHIjNhYPps5k9zISFxKYfMTZXHv2LFkhYdz1datfheyqxkaCxIT2dDezn4fp4jx5kxiNrBDKVWulLIBLwHn9tPuHuB+wL+SqGsOobKri1M2bODuigoa7Ha/cKr5AhFBKcXlW7bwrbIyv3gOsWFh/G7SJMo6OnikqsrX4miGgR7T7Xs+nk14U0lkAJUen6uMbb2IyEwgSyn1by/KoRkG/llXx/S1a1nf1sbz+fk8m5/vV+sGRhoRoSgmhr/W1fHjHTv8YuXzWcnJPJ2Xx7VjxvhaFM0wcFxMDEsyM5kUFeVTOXy2mE5ETMCvgCsG0XYxsBggOzvbu4JpDmG/zcZlZWXkR0XxUkEBE3z8pfUXfpKVRXV3Nw9XVZERHs4tfvDdvDI9HXDXxQ4TCWlFHuiEmUw8PGGCr8Xw6kyiGsjy+JxpbOshFpgKfCAiu4G5wKv9Oa+VUk8qpYqVUsWpqaleFFnjSVVXF0op0qxWVk6fzqqZM7WC6MND48dzSVoaPy0v589+kiLjgM1G8bp1/G7vXl+LojlGnEqxpqXFp6nrvakk1gATRWSsiFiBS4BXe3YqpZqVUilKqVylVC7wKbBIKbXWizJpBoFSiif37mXSZ5/xfG0tAHPj43Udg34wifDs5Mmcn5JCpp8saku2WBhttbK0vJxKP6uXrDk6tnd0MPvzz3nFh6v9vfarV0o5gB8CbwNlwMtKqRIRuVtEFnnruppjo8lu5+LSUq7Zto358fF8NUjXPQwn4SYT/5g6tXcRYZOPc+6ICL+fNAmnUnx/+3a/8JdohkZeVBQZVqtP10t4dWiolHpDKTVJKTVeKXWfse0OpdSr/bQ9Wc8ifMunzc0UrV3LKwcOsHzcON6eNo3RfjI6DhT+sHcvkz/7jJ2dnT6VY2xkJHePHcvr9fX8ta7Op7Joho6IsCAxkfeamnwWRaftB5peamw2TCJ8XFTET7OztdNzCJyYkIBDKc7YsMHn8e03ZGRwXEwMT+/b51M5NMfGaYmJHLDb2djW5pPrayUR4uzt7ubvxkjzvNRUSmfNYm58vI+lClzyoqJ4vbCQvTYbZ2/aRJsP8ymFmUy8WljI6x7lWTWBR896CV+ZnHQ9iRDmjfp6Lt+yBYdSLEhIIMFiIcKPajp7C9umTXStXIlqbkbi44lYsOCgOtfHytz4eF4uKOC8zZu5sKSEN6ZN89msbIxhLmy026nq7g6owk8aN2PCw3k3Lo4pr7xCc1OTV76zh0MriRCk2+Xi1vJyHq6qYlp0NC8VFJDgpzWnhxvbpk10vvYaGM5l1dzs/gzD+qM7JyWF3+fl0eVy+YXZ7tzNm9nb3c3GWbOICoGBQDBh27SJ4rfe8vp3diC0uSnEsLtcfOWLL3i4qorrMzJYPXMm+dHRvhZrxOhaubL3x9aL3e7ePsx8Lz2dH2S4kwz4OmvsXbm57Ozq4q7du30qh+bo6Vq5ktWRkVw/aRLre2aCXvrO9oeeSYQYqqSERVu28OPGRs5evx7TggUQQjZrNUCW1IG2Dweb2tqY9/nn3BsRwZWrVnnNzHU4TklM5HujR/PLykouSUtjRmzsiFxXM3TanU7+un8/T44dyyeGn/BiY90SePc764lWEiFAq8PBD7Zv55KODua//TbX90xbYUSnrf6AxMf3++MSLzrrC6KjWWA2c2N7O0kWC+cy8iYDgAfHj+f1+nqu2rqV1TNnEqYXR/otDpeLCatXU2OzMSE8nLvKy7m4tpbRHhFz3vzOeqK/JUHO2pYWZqxdy4raWjaVlY2YqcVfiViwAPr6XywW93YvYRbhybVrmdPSwtX5+azq+XGP8LNPtFj47cSJjLZaaXU6R+y6miOz32bjV5WVXFJSArgj0+4bO5aPi4rYPGYMN9TUHKQgvP2d9UTPJIIUl3bAACwAACAASURBVFI8XFXFreXljLZa+aCoiGkffthv25GatvoDPaN2b0Y39UdEUxM/Ly/nrBkzeCU1leONZz7Sz/6C1FQuSE0Nmfof/oxTKd5uaODpfft4tb4eh1LMjYuj2eEgPiysN1kjCQmIyIh/Z3vQSiJI+deBA9y0cyfnp6TwVF4eSRYLLT4wtfgj1sLCETevSXw8+e3tXLF3LzdXVBy0fUTlMJTDrs5Onqmp4e7cXK0wRhilFCLCS/v3862yMlItFm7IyODK9HQKBggi8cV3tgdtbgoy6g1z0nkpKbw2dSp/nzKFJMO84gtTi8aN5dRTSRDhke3bSesx+fnw2b/V0MC9FRX82cMRqvEeHU4nz9fUcMr69b1Foc5LSeHvU6ZQNW8eD02YMKCC8DVaSQQJdpeLpTt3MmH1anZ3diIinJOSctAo0VpYSOTChb2jV4mPJ3LhwpBxWvuKVw8c4Cs2G41nn+03z/6aMWOYHxfHj3fs8Hn6kGBmbUsL123bxphVq/j2li3s6eoiPsxtwIk2m/l6aqrfZ1fW5qYgYFdnJ5eWlrK6tZWr09NJs1oHbOvLaWsosre7myu3bCErIoL0wkLCp0/3tUiAO8X5k3l5zFi7liU7dvBCwSHl5zVDpN3pJNpYsLi0vJxVLS1cmJrKlaNHc2JCgl8srjwatJIIcF6qreWabdsQ4OWCAi5KS/O1SBoDl1J8p6yMTpeLF/PzCfezEWNBdDTLcnL4+e7dfHvUKM5KTva1SAGLUylWNjby9L59vF5fz445c0gPD+eJSZNIs1p7Zw+BSOBKrgHgncZGpkRH80J+PrmRkb4WR+PBg5WVrGxq4g+TJjHZT+3NS42Sq8eHWPDCcFFns/Hb6mqeralhT3c3SWFhXJ2eTk9S74lBUMlRAq0gSXFxsVq7NrTLTmxoayNMhCnR0XQ4nVhEsPjZKDXUcbhczP78c8ZHRvJyQUFARBC5lAo4U4g3GSgRZJfTSZ3dTlZEBJVdXYxbvZpTExL4Xno656ak+N2MsQcRWaeUOqQ89JHQM4kAQinFY9XV3LRzJyfEx/NuUZFO1uanhJlM/G/GDGxGuKO/s72jgwtLSvj9pEk6VTz9J4JcvXIlL7a385LDwZy4ON6cNo2siAj2zptH6mH8gIGOf6o8zSHU2+2ct3kz1+/YwYLERF7Ujka/5am9e2l1OIg0mwPGFj3aaqXR4eCqrVuxuVy+FsfneCaCfCU1lRNnzuTEoiKe6ejgzKQkbsrK6m0bzAoCtJIICLZ3dDB9zRrebGjg4fHjeb2wMOi/mIHKitpart62jT8EWDW42LAwHp84kZKODu7fs8fX4ow4Sikqu7p4pa6OZeXlnJ+dTb2h4PdERKCAB7ZvZ8snn/BCQUFvIaBQIDCGOSFOTkQEJyYkcFNWFjN19k6/pbyzk+u2bWN+XBw/MlKEBxLnpKRwSVoa91ZUcGFqalCnkK/p7ibKbCYuLIy3Gxq4vKyMWmPmECZCfkQE+61Wkh0OflBZyQ2VlUDoZScArST8lj1dXdyycyePT5pEksWi49j9HLvLxTdLSzEBKwoKAjbD6iMTJvB2QwMPV1XxZF6er8UZFjqdTj5qbmZtaytrWlpY29pKtc3Gc5Mn853Ro8kJD+fMpCRmxcVRHBvLtOhozKWldK5fD3h0kiGaneCISkJE5iul/nekbZrh45W6Or63dSt2pdjY1sbJITS1DVR+sWcPq1tb+UtBATkREb4WZ8iMMpJB5gdo6GaT3c7nbW2sbW1lclQUi1JSaHY4OHPjRgAmRUZyUkICxbGxzIuLA2BydDTP5ucffCIfJYL0RwYzk3gUmDmIbZpjpNPp5Cc7d/LE3r0Ux8byYn4+EwL0xxpqfHf0aGLMZr4RBIsZpxnVzxrtdmxKMcpP/V9OpTCLoJTiu1u2sKqlhe2dnb37rxszhkUpKYwOD+ejoiKmxcQcVSCBzk7gZsAnJiLzgOOBVBG50WNXHKDjLr3ATYaC+ElmJr8YN87vc7po3InbIk0msiMi+IlHxEugY3e5KF63jsLoaF6ZOtXnYbydTifrjRlCz2uU1cp7RUWICPUOB1Ojo7li9GiKY2M5LjaWZI9kll9JSPCh9IHN4dSqFYgx2nh6S1uAC70pVCihlKLd6SQmLIzbc3JYmJzMmTo9QkCglOKysjIA/jFlis870uHEYjJx7Zgx3FJezj8OHOCC1NQRu7bN5WJTeztbOzr45qhRAFxUUsK/GxoAGGWxMCsujpM8nMiv6RG/1zjiimsRyVFKVRy20QgSTCuum+x2Fm/bxn6bjZVFRZiDqJMJBX5XXc1127fzy/HjuTGIZhE99Kwa32ezUTprFol908wPIx81NfHi/v2sbW1lY1sbNqNfajrhBOLDwljZ2Eib00lxbCxjrNagUsgjhTdXXIeLyJNArmd7pdSpR3sxzZesam7mm6WlVNts3Dt2LPorH1iUtLfz4507OT0xkSWZmb4WxyuEmUw8lZfH7HXruKW8nD8cY7STUym2dnQcZDJ6Pj+fcZGRbG5v54XaWopjY1mSmUlxbCyzYmOJMzIKhNK6BH9jMErir8DvgKcAXRj3GHEqxfI9e/j5rl1kRUTwcVGRToMQYHQ5nVxaWkqc2cxzkycHdb6jmbGx/CQri9KODuwu16BzhLmUYmdnJ/FhYaRZrXzQ2MjCzZtpM2prR5tMHBcbS4vDAcBV6elcO2ZMUD/LQGUwSsKhlHrC65KECO1OJ0/t28eFqan8Pi8vYNI2aL6kvKuLBrudP06ezOjwcF+L43XuGzsWswh/uv9+bn/gAaoaG8lMTOSeW27h8qVLAbdj+fX6+t4ZwrrWVpqdTh6ZMIEbMjOZGBXFdw2ncnFsLHlRUQeZV3WQhv8yGJ/EncB+4BWgu2e7UqrBq5INQKD6JN5rbGR+fDzhJhP7bTZSLRZtVw1gOp1OIkMoueJzy5dzzeOP011QAOvWQV4eYfn5XDFnDn+46iranU7iPv4YswjTY2J6lcGpCQmM1Sns/YKh+iQGoyR29bNZKaXGHe3FhoNAUxLdLhc/3bmTX1dXs3zcOH5q5O/XBB77urt5at8+lmZnh1xq9uykJCq/+11YuPDLjU4n0StX0vaLXwCwua2NiVFRfpsqO9TxmuNaKTV2aCJptnV0cElpKV+0tXF9RgY3BGA+n1BioPoBYFSZ27KF/zU3c2laWsgtcqxqbIQnn4TOTqipgS1bYOdOOmw2MJTEVGMRnia4GExajijgRiBbKbVYRCYCeUqp170uXQDz6oEDfLO0lHCTiX9NncqilBRfi6Q5DP3VD+h87TXAvfL2ocpK3m1s5MlJk0JOQQBkJiZS2dgITzxxyHZNcDOYeeEfARvu1dcA1cC9XpMoSJgYGcmJCQlsKC7WCiIA8Kwf0IvdTtfKlaxpaWHZrl1ckJLCVenpvhHQx9xzyy1E9lknEWmxcM8tt/hIIs1IMRglMV4p9QBgB1BKdYAO6++PtS0t3FpejlKK/Oho3pg2jcwATvYWSqjm5n63O5ub+e6WLaRbrfwhLy9kgw0uX7qUJ+6+m6zERATISkzkibvv7o1u0gQvg4m/tIlIJLhre4vIeDyinDRue/XDVVXcWl7OaKuVH2dmkuanSdE0/SPx8f0qCnN8PH/Oz6fL5fLqiuNA4PKlS7VSCEEGM5O4E3gLyBKRFcBK4KeDObmInCkiW0Vkh4gc8u0SkWtFZJOIrBeR/4pIwBVNqLXZOHvTJm7auZNzkpNZX1ysFUQAErFgAfRRAvuioohYsIAZsbHM0wseNSHKYKKb3hGRdcBc3GamG5RSB450nIiYgceArwJVwBoReVUpVerR7AWl1O+M9ouAXwFnHv1t+AanUpyyfj3lnZ08MXEi14wZE7LmiEDH2qd+QEVqKl+ZMoWfJyRw4xGO1WiCmcFEN61USi0A/t3PtsMxG9ihlCo3jnkJOBfoVRJKqRaP9tEYJi1/x+5yYRbBLMIjEyaQbrVSqMP/Ap6e+gEOl4tr1q9H2tv5ug460IQ4h6snEQFEASkiksiXzuo4YDAB/xlApcfnKmBOP9f5Ae4QWyvQb9JAEVkMLAbI9vFitF2dnVxaWso30tK4MSuL05OSfCqPZvi5q6KCT1taeKmggFy9WlgT4hzOJ3ENsA6YbPztef0L+O1wCaCUekwpNR63n+NnA7R5UilVrJQqTh3BvPZ9eam2lqK1a9nS0RHQJSo1A/NhUxP3VVTw3dGjuTgIqsxpNMfKgDMJpdSvgV+LyPVKqUeHcO5qwDPJfqaxbSBeAvwykWC708mPtm/nmZoajo+L44UAr2OsGZh6u52ZMTH8ZsIEX4ui0fgFg3FcPyoix3NoPYk/HeHQNcBEERmLWzlcAnzTs4GITFRKbTc+ng1sxw9Z39bGn2prWZadzZ25uYTp3DRBy9dTUzkvJUWnrNZoDAbjuP4zMB5Yz5f1JBRwWCWhlHKIyA+Bt3HXxH5GKVUiIncDa5VSrwI/FJHTcC/UawQuH/KdDDNKKT5taWFefDzz4+PZMWeOnj0EMX/ctw+bUixOT9cKQqPxYDBZYMuAAnWkhiPESGSBrbfbuXLLFl6rr2fNccdxXGzskQ/SBCyl7e0Ur1vHCfHxvDVtmlYSmqDEm+VLNwOjgX1HLVUA8kFjI98qK6PObufhCROYqUNbg5qeKnPRIVBlTqMZCoNREilAqYh8xsFFhxZ5TSofcV9FBbfv2sWEyEg+KSxkpp5BBD1Ly8vZ2N7O64WFpIdAlTmN5mgZjJK409tC+AuxZjPfGTWKRydOJFaXFQ16trS385vqan6UkcHZycm+Fkej8UsGE930oYiMAmYZmz5TSu33rlgjxyt1dQCcn5rK9RkZOq1GCDE5OpqV06czLy7O16JoNH7LEWM5ReQbwGfARcA3gNUicqG3BfM2nU4n39+2ja+XlPD43r0opbSCCBFcSrGprQ2AUxITiQihWtUazdEyGJvKMmBWz+xBRFKBd4G/eVOw4aRvWcpdJ53Etx0ONrW3c1NWFveNHasVRAjxq8pKlpaXs+a445ih/U4azWEZjJIw9TEv1TO4FON+Qd+ylLu6u5nX0EBMWBhvFhZyprZFhxTrWlu5bdcuzk1JoUhHrmk0R2Qwnf1bIvK2iFwhIlfgzgb7pnfFGj76lqXM7eriZ7t28d9Nm7SCCDHaHA4uLS1lVIhXmRtpnlu+nOykJEwiZCcl8dzy5b4WSXMUDMZxfbOIfB04wdj0pFLqFe+KNXz0VBv7ICGBV1NT+b8dO/hB9eFSSGmClet37GBHZyfvFxWRFOJV5kaK55Yv57o77qDTGKhVNjZy3R13AOgqdwHCYNJyjAXeUEr9w/gcKSK5Sqnd3hZuOOgpS7k5JoZnxozhzvJywp1ORFcaCymUUkyKjOSOnBxOSkjwtTghw+0PPOBWEMcfD8uWQUUFnWVl3Pjpp8zv6GB8ZKSe0fk5g/FJ/BU43uOz09g2q//m/kXEggV0vvYaZiOriFMELBZ3ucphoK9TPGLBgt4qZxr/QUS4NSfH12KEFOtaW6nMzobGRvjiC/jwQxg9Gs46i4bISCZ+9hn/nTGD+fHxbGlvZ093N7NjY0nQszy/YjBKIkwpZev5oJSyiUjAFHHu6bDDNmwAwBUXR+TJJw9LR97XKa6am92fPa6r8S0Ol4sLS0q4ZswYztI+qBFhVXMz91ZU8GZDA9Zrr8V23XXQ2QkPPOBuYDIxato07vn3v5lhBA88W1PD/ZXuGmV5kZHMjYtjTlwc30tPx6qzLvuUwTz9OqP+NAAici5wxBrX/oS1sJDoU04BIGrx4mHrwPs6xQGw293bNX7BPRUV/Ku+niaHw9eiBD2fNDdz6vr1zP/iC9a0tvKLsWN5pLWVyD4zg0izmfsvvpirx4whylijcltODu9On869Y8cyKSqKNxoaWLZrFxbDFPXgnj3cvHMnf6+ro6qra8TvLZQZzEziWmCFiPRUo6sCvu09kbyD1WQiwmTCNYzn7HGKD3a7ZmT5uKmJeysquHzUKC4dNcrX4gQlSikcSmExmdjZ2cmWjg4eHj+eq8eMIdpshptvJsrp5PYHHqCqsZHMxETuueWWQ5zWcWFhLEhMZEFiYu9599vtvf6KDW1t/LWujocMs/EYq5WLUlN5ZOJEwF133qJnHF7hiKnCexuKxAAopdq8KtERGIlU4YOl5ZFH+lUIEh9P3JIlPpBI00Oj3c70tWsJN5n4/LjjdC6uYcalFP88cIB7Kyq4JC2NW7KzcbhcOJTy2gr2bpeLDW1tfNrSwuqWFjLDw7l//HiUUmR+8glpVitzYmN7TVV5UVE6q68H3kwVDvheOfgjPU7xg0xOw+gU1wydZ2tqqLHZWDVjhlYQw4jD5eLlujruq6igtKODCZGR5BrFuMJMpsF3KEMg3GRidlwcs/vk2rIpxZXp6axuaeHF/fv5/T53VYOfZmWxfPx4bC4X/2lsZE5sLCnWgHGn+g0h8+tZ1dzM49XVPDR+PKOHKSV0j29DRzf5H0syMzktMZFCvap6WLlq61aeq61lSlQUL+Tn8420NMw+Hq2Hm0zcM3Ys4J7hbO3oYHVLC1OjowF3+eFzNm0CYHxEBHPi4pgbF8f5KSlk6mqTR+Sw5iYRMQFzlVKrRk6kwzNUc9OLtbV8s6yMslmzmGx8eYIBHYJ7MNs6OhBgYlSUr0UJCrqcTp6pqWFRcjKZERGsbmlhb3c35wZQHfBOp5M1ra2sbmnhU+O112bjvenTOSUxkVXNzby8f3+vmSo3IiIo1254xdyklHKJyGPAjCFL5if0jHacR2gXSOgQ3IPpcjr5RkkJLU4n22bPJkw7ModMu9PJ7/fu5aHKSvbZbHS6XPwkK4s5AZhWPdJs5sSEBE70WERZ1dVFqmF6Kmlv58l9+/i1kYkhzWJhTlwcf5w8mWSLJeQzRA/G3LRSRC4A/uEvda6HQq+SCNxbOITDheD6Ukn4anZz665dbGhv57WpU7WCOAYe3LOHByorOWC3c2pCAivy8zk5yFape5qZrh4zhitGj2Zze3uvU3xTezsJhi/rh9u382FTU6+Zak5cHFOio31uZhspBqMkrgFuBBwi0gUIoJRSATWk6Im3CCYl4Y8huL6a3bxZX88jVVVcn5HBOSkpXrtOsNLmcBBjdIqb2tuZHRvLspwcjg+R9DUWk4kZsbHMiI3luoyMg/bNjI1ld1cX/zxwgGdqagCYEhXF5tmzAfispYWs8PCgLX87mAR/QZFwP9JsJtViIZh0f09eqv62+wpfzG5quru5fMsWCqOjeWDcOK9cI1iptdn4VWUlT+zdy4dFRcyIjeXpvDy95sCD76Wn8730dJRS7Ozs5NOWFuweg82vb95Mtc1Gdng4c4yZxoKEBIr61CoJVP/hoKKbRCQRmAj0ztGUUh95SyhvcEZSEvvnz/e1GMOKP4bg+mJ2Ex8WxiVpaVwzZoyuMjdIqrq6eLCykif37cPmcnFJWhpxxkxCK4j+EREmREUxwSMoQinFy1OmsNowU33a0sJf6+q4PiOD38TG4nC5uHHnTmY0NzPto48Y39rqNsUEkP9wMFlgrwJuADKB9cBc4BPgVO+KpjkS/hiCO9KzG5dSRJrN/MZYeas5Mt0uF0Vr19LsdPLtUaNYmp3NJB0NNiREhOPj4w8yy9XabDiMmcburi6eranhUacTZs4k0W7nmbIyTmls9Av/4WAYzJDhBtwZXyuUUqfgjnRq8qpUXmBTWxvnbdrE5rbgWhNoLSwkbskS4n/+c+KWLPH5Fy5iwQLom8XTS7Obda2tTFuzhrL29mE/d7CxtaOD23ftQilFuMnEU3l5bJ89m2cmT9YKYpgZZbWSYfgnJkRF0XjCCaxas4Yb9uyh0WKhzuP3EQgpfAZjbupSSnWJCCISrpTaIiJ5XpdsmKm32/lXfT03ZGb6WpSgZqRmNz1V5jqcTtL0KtoB2djWxi8qKni5ro4Ik4nL0tKYHB3NeampvhYtZDCLMMVi4aq9ewl3uVjQ0NC7LxDq2gxGSVSJSALwT+A/ItIIVHhXrOEnGENg/RVrYaHXZzQ3GFXmVk6fTrKuP3AItTYbi7du5dX6emLNZpZmZ7MkM1MrVB8RsWABWa+9xm0VHl1ngKTwGUx00/nG2ztF5H0gHnjLq1J5gWBcTBeqvLx/P8/U1HBbdjanGFlDNW7qbDZSrVYSwsLY3dXFnbm5/Cgjg0StSH1K6+TJfGyzMe+//yWiqckv/IeDZTCO6ySPj5uMvwE3HA/TM4mg4U81NcyJjeXO3Fxfi+IT+oZShp96Kh9nZnJvRQU7u7rYOWcO4SYT64uLQ3qlsD/xen09V7S2su7KK5kZG1irCgZjbvocyAIacS+kSwBqRKQWuFoptc6L8g0bkSYTYyMiCNfhfQHPP6dOpdHhCMlQTc/Figp4y2zmoYoK1jY0MMZq5Zbs7N4RnFYQ/sO/6+tJt1p7K/EFEoNREv8B/qaUehtARE4HLgD+CDwOzPGeeMNHYUwM5XPn+loMzVHiOWr+e04OZ8yYQcb06b15d0INz8WKHyckcElhIdmdnTxcWcl1l12mB0F+iN3l4p2GBi5MTQ1IxT2Yb9TcHgUBoJR6B5inlPoUCM516Bq/oGfUrJqbWRUfz9U5OdxTUoJt06YjHxyk7O/o4K0ktwX4K01N/KmkhHVr1vDd8nKtIPyUVS0tNDudnB2gNdYH863aJyI/FZEc43ULUCsiZhjWaqBeZU9XFwvWr+f9xkZfi6IZJD2j5jqLhcWTJ5PT1cXPystDtob43+vqmDt7NtdMnkyL2YwAiw4cwKJUQIRShirvNTZiEeG0AA2yGIyS+Cbu1db/NF7ZxjYz8A3viTa8dLpcvNfUxD6bzdeiaAaJam5mT3g4ZxUVccBi4amyMmKdzoBYgDScNNjtXFZayoUlJeSEh/PW5s3EOT3i9AIklDJU+XluLptmzQrYComDCYE9AFw/wO4dwyuO9wjGLLDBjsTHc0tmJnUWC69s3Mhxra2920OFVoeDaWvWUGu3c1duLrdmZ6MSEvwqFYvm8JhEyAvgVe2DCYF9n35CXpVSR8zdJCJnAr/G3Uc/pZRa3mf/jcBVgAOoA65USnlloZ4OgQ08IhYs4NG33mK/CFN6Um+EyKjZ7nJhMZmIDQvjJ1lZnJyQwIye0MkRWKyoGR5erK3lw6YmHpkwIWCTTw5m/nOTx/sI3JFNjiMdZPgsHgO+ClQBa0TkVaVUqUezL4BipVSHiFwHPABcPFjhj4aexXQOrST8nrcbGnhm3z6enzKFbCBt5UoUhMyo+b3GRq7aupU/TZ7MCQkJ/Dgry9ci+YRATa3tyYraWrZ0dAR0UMFgzE1910H8T0Q+G8S5ZwM7lFLlACLyEnAu0KsklFLve7T/FPjWIM47JCJMJqZFR+uVp37OS7W1fGfLFgqiomhxOkkOoVFzu9PJ0vJyfltdzcTIyIDuWI6VYCjN2+l08l5TE1elpwdk6GsPR7vi2gQchzs1x5HIACo9Pldx+DUV3wPeHECGxcBigOzs7EFc+lBSrVY2zJo1pGM1I8Nj1dVcv307X4mP59XCQuID1NE3FFY1N3P5li3s6OzkhowMfjFuHFEBap4YDvy1NO/R8EFTE50uV8CGvvYwmF/hOtw+CcFtZtqFu0MfNkTkW0AxcFJ/+5VSTwJPAhQXF2t7URDyy8pKbtq5k0XJybxUUEBkiHWQn7S0YHe5eG/6dJ2PCv8szXu0/Lu+niiTiZMCPNBiMOamsUM8dzXudB49ZBrbDkJETgOWAScppbqHeK0j0uZwcOqGDSzJzOSbo0Z56zJ+j7/aeU9OSOAHY8bwyIQJhIWImWVdayt1NhtnJiezJDOTxenpARsmOdz4Y2neoyXJYuGbo0YFrMO6hyP+GkXkIhGJNd7/TET+ISIzB3HuNcBEERkrIlbgEuDVPueeAfweWKSU2n/04g8eBaxpbWVvt9f0kN/juYIZvrTz+moFs83l4uX97n/7cbGx/HbSpJBQEHaXizt37WLu55+ztLwcl1KYRbSC8GAki1d5i7vHjuUPeQFXeucQBvOLvF0p1SoiJwCnAU8DTxzpIKWUA/gh8DZQBryslCoRkbtFZJHR7EEgBviriKwXkVcHON0xo1OFH97OO9K0O50s2rSJi0tLWdvSMuLX9xWb29qY+/nn3FVRwSVpabxfVIQpgJ2a3sJaWEjkwoW9MweJjydy4UK/mPUOhga7HRUkkZSDGbr09KtnA08qpf4tIvcO5uRKqTeAN/psu8Pj/WmDFfRY0UWH/MfO22C3c/amTXzW0sJTeXkUx8WN6PV9xdaODo5bt474sDD+PmUKX9fV4Q7LSBSv8hYXlJQQJsJ/pk/3tSjHzGBmEtUi8nvc6xfeEJHwQR7nV+gV1wPbc0fSzlvd3c2JX3zB562t/G3KFL6Xnj5i1/YV7UYKjbyoKO4fN47Ns2ZpBRHENDsc/Le5meMCMC14fwyms/8GbpPRGUqpJiAJuNmrUnkBswjz4+LIDA/dxLX+YOf9pLmZyu5u3po2jfODvKN0KcWjVVVkf/IJWzs6AFiSlaVLiAY5/2lowKFUwIe+9jCY6KYO4B8en/cB+7wplDcQEf47czD+9uClZ+rui+imNoeDmLAwLkxL45TExKCvS727s5Mrt27l/aYmzkpKIjbAI1w0g+eNhgYSwsKYFyRmVB1OEWL4ws77fmMj3ygt5eWCgpBQEE/v28eSHe7cl0/l5XHl6NEBveJWM3hcSvFGfT1nJCYGTaReSCmJmWvXcmlaGjcPcdW25uh5pa6OS0pLmRAZyaQAzoR5NJS0tzMrNpZn8vLIjYz0tTiaEUQBT+blkRpEA6GQUhLbOjqo0fUkRoyn9+1j8datzI6L49+FhSQF0Q/HE6UUL+7fT05EBPPj41k+bhxhIjq0NQQxi7AoPvn5ewAAGPtJREFUJcXXYgwrwTEfGiRmkZCObhpJ3jcymX41MZF3p08PWgVRZ7NxUUkJl5WV8Xi1O6GA1WTSCiJE+cPevZT2pLUPEkJPSfhaiBDh5IQEfj9pEq8WFhIdpE7bf9bVMWXNGl6rr+f+ceP4U36+r0XS+JA6m41rtm3jb3V1vhZlWAkpc5OeSXgXh8vFT8vL+UFGBuMiI1k8ZoyvRfIab9TXc35JCTNiYnhv+nSmBklMvLfx19xhw8FbDQ0oCJrQ1x5CSkl8NTGRghBxno40nU4nl5SW8mp9PWMjIvhhZqavRfIKB2w2UqxWzkhK4slJk7hi9GgsQRLF4m2CoUbE4fh3fT2jrVZmBNmAIaS+3S8UFARt5+VLmh0Ozty4kdfq63ls4sSgfMatDgfXbN1K/po11NpsmEW4eswYrSCOAn/KHTbcOFwu3m5s5KykpKDzR4XUTEIz/Oy32Th9wwZKOzp4saCAi9PSfC3SsPNBYyPf3bqViq4ubs7KIj5IfSzexl9yh3mDLR0ddAVBgaH+CCklccLnnzMzNpbfTJzoa1GChiiTiSSLhdcLCzk9KenIBwQQTqX4yY4d/Lq6mgmRkfx3xgyOD6B6Bv5GMNSIGIipMTHUz5/fm0g0mAipuXKt3c6BvtNdzZAobW/vTbWxcvr0oFMQ4P5x7LPZ+GFGBuuLi7WCOEb8IXeYN4kym4OyLnlIzSTMhHYW2OHiv01NnLNpE+empPBcfn5QpJzoibrpamnhgUmTuHzyZAqLinihoCAoR4e+wJe5w7zJnq4uLiwp4ZEJE4JyIBFaSkKHwB4z/66v56KSErLCw7l77FAr2/oXPVE3G8LDuW7mTEpjYohbv548szngOzB/I5BrRAzEG/X1rGltJSlIKwsG510NgF5Md2w8X1PDFVu2UBQTw5vTppEaJCmve6Juns3NpTQmhl9v3crlNTV0NTUFXYemGX7eaGhgbEQEeUEaXh98BrTDcGZSEscHSfrekabN4eCn5eWcmJDAe0VFQaMg4MvomhObmgC4Z+xY/pOUFBRRNxrv0uX8//buPDrq8lzg+PfJZA/ZMyGsIQRZQiARIiDVXhWrSC+u2KL1iB69ve2ttXqs1dvVtnqvdavVYlvtUdC2asENW4RatGIVlAgCIQgmQEiALCQhwUySSWbe+8dMciNlSICZ/DLzez7n5DAzmeV5mZk8v3f5Pa+Hdc3NfDkzMyKGXY/HVj2JB/LzrQ4h7PTs0zssOpp3iosZHRdHfIQtAe1ZdXNFQwMFmzZx45QpXD1tGt+ur+chr5fYCJyMVMHxjyNHcHm9LIjAhRs99NOvAvIYwzd37+bOykqMMUxITIy4BAGfX3UzyeVi3ZYt3FRby+PZ2fyhrs7i6NRQNszh4PKsLM5LS7M6lJCxVZKYv3Url27fbnUYYaHT62VxeTm/O3SI6AjtRveInTaNhIULe9frJyYn88TUqbxVVMQNOTkA1GmJeXUc56Sl8UphIQkRePDUw1bDTS6vl05d3dSvo93dXLljB39vbuah/HzuGDPG6pBC7nirbs73/3uws5PpmzZxldPJoxMmRPQfBDVwTV1ddHq9jIiLszqUkLJVT0KXwPbPGMOC7dt5u7mZZZMn2yJB9McZE8PNI0bw5KFDzNq8OeL2C1CnZlltLSM3bOBgZ6fVoYSUrZJEtAjdmiROSES4bfRoXiksZIl/qMXuYqKiuD8/nzXTp1PndlPy0Uc8fehQ76S+sqe/NjYyNTGRkdqTiBx6xnVgO9vaeMm/WcpVTicLI2wLxmC4OCODrSUlnJ2Swt+amqwOR1motbubd1taWBCBBf2OZas5ifkZGbR5vVaHMeR82NrKgm3bSHQ4WJCRoWPuJzAiLo6/FRXR6fUiInzqctHq8TAzOdnq0NQg+ntzM13GRGTV12PZKkncpuPr/+LNpiauKCsjOzaWN4uKNEEMgEOERP//0x2VlaxpauKB8eP5zujREXtClfq81Y2NpDoctjg511bDTerzVtTX8+Xt28lPSOC9M88kPyHB6pDCzjOTJ3NJRga3V1ZyWVkZjVpl2BbuGTeOFVOn2mLTqchvYR+Ld+yg8MMPrQ5jyNj62WfMTknhneLiiF/GFyqZMTG8WljIryZMYG1TE8WlpezU1U8Rb3R8PF+K4LOs+7LVcBNAl80nro0xHHK7GRkXx8/z8nAbE5E18AeTiHDr6NGck5rKvVVVjIuPtzokFUIr6+s50t3NTSNG2GJ40VZ/Hex+noTXGG6rqKCotJSajg5ERBNEEM1ITuZl/9m3rd3d3PjJJxG/ht6OHqmp4clDh2yRIMCOScLqICzS5fVy/c6dPHbgANcNHx7xa7uttvnoUf5cX09xaSlrGhutDkcFyWG3m42trbZY1dTDVkki2qY9CZfHw+VlZfyxvp778vJ4JD+fKJscBVnlvPR0SmfOJCc2lku2b+d7lZW4dfl12FvT1ISBiK76eixbzUlclJ7OWBseQd9bVcUbTU38buJEvj5ypNXh2MaUpCQ+mDGDOyorebC6GpfHw68nTrQ6LHUaVjc1MTwmxlbnxdgqSSwePtzqECzxw9xczk9Ls81qjKEkweHgiYkTmZeeziz/H5Yur9cWSycjSc8e6Adzc/mS10t3WZltdi0M6SdVROaLyC4RqRCRu4/z+y+KyGYR6RaRRaGMBcDt9dLmscesRIXLxZVlZbR0d5PocGiCsNhVTidj4uPxGsNlZWV8c/du2m3yWQx3PXugm5YWXtu2jUfLymh//XXcNtl2IGRJQkQcwFLgEqAAuEZECo65237gBuBPoYqjr+9WVjJ6w4bBeClLuLdvp/XRR1n/8MPMfe891jc2sr+jw+qwVB9eYyhMSuK3Bw8yZ/NmPaciDLjWrWN9UhJLR40C/MMvXV2+vdFtIJQ9iVlAhTFmjzHGDbwAXNb3DsaYfcaYbcCgzOhF8hLYnqOdd4GFRUXEeTy8sXkzk/butTo01Ud0VBQP5Oezeto0Dvoryj6jFWWHpMr2dn68dy/TJ0/m0qIiHsrNpa3PMKFd9kAPZZIYBVT3uV7jv+2kicjXRaRUREob/JVKT0UkV4HtWLeOF9LTuXz6dEZ0drLm44+Z2Npqm6OdcHNJZiZbS0qYnZLCj/bu5agOPQ0pyw4dYsIHH3BvVRVnuN08tXMnOzZuJKnPCrWenQwjXVhMXBtjngSeBCgpKTnlv/KRtAT2sNvNq4cPs6KhwXe2b0sLMxIS+FZNDd+priajuxuwz9FOOBoZF8ebRUXs7+ggJTqaLq+XXS4XhcOGWR3akNUzgWxaWpDUVOLnzTvtCWSPMb5Ntmprucrp5AqnkwvT0/nfvDyuGz6c7E8/pb2sDPouYY6J8e2NbgOhTBIHgL5lV0f7b7OMI8w3HeryenmmtpYVDQ283dyMB8iPj6fN40FSU5nY0sJPjxlessvRTrhyiJDnL6z4YHU19+zbx4P5+dw6apRtzugdqJ4hVfxFFE1Li+86nFKi2O1ysby2lmfr6qjp7PRVdfV/X0bHx3N3bq7vjv7nDnZyChehTBKbgDNEJA9fclgMXBvC1+vX+WlpRIfZF6/O7WaXy8UX/bHfV1VFXFQUd40dy9VOJ0XDhiEiuOfN+9wXCLDV0U4k+M+RI9nY2sptFRW81dzM05MnkxkTY3VYQ0bHunWf/3xD7wTyQP9g9yw/Nv5VZrtdLi7OyODh/HwuzcwkPkCp/OPtgW4XIUsSxphuEbkFWItvOuBpY8wOEfkZUGqMWSUiZwGvAOnAQhH5qTFmaqhiujAjgwvDYClobWcnL/uHktYfOUJmTAyH5s7FIcKmmTNxxsT8y1FmrM2PdiJBZkwMrxUW8tiBA9xZWUlxaSkrCgqYo71BIPDQaX9Dqh5jeLOpieV1dfzjyBH2zJ5NgsPBssmTGRMXpyVq+hHSOQljzGpg9TG3/bjP5U34hqEGRZvHw9HubobHxg7ZrvxD+/fzvT17MEBBYiI/ys1lkdPZu8IgOzY24GPtfLQTKUSE7/gryi7ZuZN4Pemul6SmHjchBBpSre7oYOmBAzxXV8dBt5v06Giuzc6mzeMhweFgtg02DAqGsJi4DpbHamr4/t69tJ97bsBu5WCq6ejgpcOHWVFfzyMTJjArJYVzUlP5ybhxXO10UpCUZHWIyiIzk5PZdtZZvTW2Hq+pYZHTaet9P+IHMKTa3NWFy+tlVFwctW43D1VXc0lmJo/l5PDvmZla9fgU2CpJOPxfOCsXG7Z5PDx58CArGhrY0NoKwPSkJFr9q5HmpKbq8IIC6E0QVR0d3LVnDz+vquK5KVO4OAyGTEMh0JBq1NSprG5sZFltLa8dPsz1OTk8NWkSJcnJHJw794S9b9U/eyaJQV7htK+9nYNuN3NTU3EAP9m3j/yEBO7Ny+Nqp5OJiYmDGo8KL7nx8ZTOnMlXy8uZv20b3xszhnvz8mxZ/+nYIdX/qari8Y0bqXW7yYqJ4RsjR3JjTg7gG7rTBHH6bJUkelY2DcYy2D3t7axsaGBlQwObjh6lIDGRHbNmEe9wUDl7Nk798KqTUJCUxIczZnB7RQUPVFez5bPPWDt9+pCdWwuVxq4uXjt8mBtzchARDnd1MTs5mRtycliQmUmsDRNnqNkqSfTMQoS6J3FHRQWP1NQAUJKczP3jx7PI6ez9vSYIdSoSHA5+O2kS89LTMWCbBNHl9bKmqYnltbWsamyky1//alZKCg/n59vm/8EqtkoSX0hN5YHx40kM4qT1py4XK/w9hpenTmVcQgIXZ2SQExvLIqez90QppYLl6uzs3su/OXCAbW1tPJKfT8IQWIwRbDva2rjg44+p7+oiOyaGW0aNYklODkX+s9I1QYSerZLEmcnJnBmEzUIau7r4zYEDrGhoYJu/iueclBQau7sZB1yUkcFFNp1cVIProNvNbw8e5P2WFl4sKGBymK+Ia3C7eb6+nsSoKG4eOZIzEhKYn5HBIqeT+RkZtpyHsZqEW/XJkpISU1paekqPPdrdTa3bzbj4+JP+sO1sa6PN46EkJYUGt5uRGzYwKzmZq53O3r0ClLLCG42NXP/JJ7g8HpaecQZL/OP14cLt9bK6sZHldXX8pbGRbmO4MiuLlwoLrQ4toojIR8aYkpN9nK16Ei81NHDjrl3smT17QMNAO9raWFFfz8qGBna4XMxLS+PvxcU4Y2M5dPbZZOncghoCeirKXrdzJzfu2kXxsGEUh9H2mjfv2sVzdXXkxMZy++jRLMnJYWqY94giia2SRPRJLIH9Wnk5f6qvR4BzU1N5fMIEruwz+awJQg0lPRVl325u7k0Qh93uIfc5rXO7+WNdHc/W1rJy6lQmJCby7VGjWJydzUXp6UTrcNKQY5sk4d6+HfdHH8G4cRxZvhz3OecQO20axhi2+XsMrzc28u6ZZ5ISHc0VWVl8ITWVK7KybH2WqwofDpHe2mTvt7Twpa1buX/8eG6xuKKs2+vldf/Jbm80NuIBZicn0+Q/gfQsLY8xpNkiSfSUGI5KSwOg+7PPqFi7luUuFy8DFe3tRAHnpaVR53aTEh3Noj4rSJQKNxMTErggPZ1bKypY568omzGIFWWNMRzp7iY9JoajHg/XlJfjjInhzrFjWTJ8eNhPsNuJLZJET4lhhzEkeDx4RDhqDA+7XJyfkcGdY8ZweVaWnp2pIkZWbCyrCgt5tKaGu/bsobi0lOcLCvhCiEu+HOrs5A91dSyrrSUtOpr3ZswgMyaGD2bMYPqwYb1VD1T4sEWS6KkcmdfezpX19YxvbyfR66Xi/fcZ94MfWBydUqEhItw+ZgznpqayuLycd48cCVmSWNfczMPV1axtasILnJ2SwpKcHIwxiEhQlp4ra9giSfSUGJ7W1sbS3bt7b8/QLq+ygZKUFLaUlJDkP9nuvZYWxsfHn9ZcmzGGD1pbmZKURGp0NLtdLra3tXH32LFcn5PDJK1HFjFssZQgft48OHY8VndtUzaSHB1NlAhdXi/XlpdTXFrK2qamk36eA52d3F9VxZQPP+TsLVt4ob4egJtGjGDfnDncN368JogIY4skETttGgkLF/ZuTiKpqSQsXKgb9CjbiYmK4o3p08mOjWX+tm3cXVlJl9fb7+M6PB4u3rqVMRs28N979+KMjeX3kyZxjX+BR2xUlM43RChbDDeB7tqmVI+eirK3VVTwi+pq3mlp4S/R0cS89VbvPg1xF1xAaW4uO9ra+PrIkcQ7HKRFR/PD3FyuHz6cCdpbsA3bJAml1P9LcDj4nb+i7NrKShxr1mC6uqiOi+PF1FSeP3CAyqYmMqKjuX74cOIdDl6cGrLt59UQZovhJqXU8X0lO5tffvAB0tVFWVIS0+bM4d68PEZ0dvLE/v3smzNnSGz1q6yjPQmlbK5nifjuxES+v3cvX6mvZ1xHB+Cb8Fb2pp8ApWyuZ4n4lQ0N/3K7UjrcpJTN6RJxdSLak1DK5npW/XWsW9e7uil+3jxdDagATRJKKXSJuApMh5uUUkoFpElCKaVUQJoklFJKBaRJQimlVECaJJRSSgUkxhirYzgpItIAVFkdx2nIAg5bHUSI2aGNYI92ahsjxyRjzEnv/hR2S2CNMU6rYzgdIlJqjCmxOo5QskMbwR7t1DZGDhEpPZXH6XCTUkqpgDRJKKWUCkiTxOB70uoABoEd2gj2aKe2MXKcUjvDbuJaKaXU4NGehFJKqYA0SSillApIk0SIiMh8EdklIhUicvdxfv8NEdkuIh+LyD9FpMCKOE9Hf23sc7+rRMSISNgtMxzA+3iDiDT438ePReRmK+I8XQN5L0XkKyJSLiI7RORPgx3j6RrAe/nLPu/jbhE5YkWcp2MAbRwrIm+LyBYR2SYiC/p9UmOM/gT5B3AAlcB4IBbYChQcc5+UPpcvBdZYHXew2+i/XzKwHtgIlFgddwjexxuAX1sd6yC08wxgC5Duv55tddzBbuMx9/828LTVcYfgfXwS+Kb/cgGwr7/n1Z5EaMwCKowxe4wxbuAF4LK+dzDGtPa5mgSE2wqCftvo93PgF0DHYAYXJANtY7gbSDv/A1hqjGkGMMbUD3KMp+tk38trgOcHJbLgGUgbDZDiv5wKHOzvSTVJhMYooLrP9Rr/bZ8jIt8SkUrgAeDWQYotWPpto4jMAMYYY/46mIEF0YDeR+Aqf9d9pYiMGZzQgmog7ZwITBSR90Rko4jMH7TogmOg7yUikgvkAW8NQlzBNJA23gNcJyI1wGp8PaYT0iRhIWPMUmNMPnAX8EOr4wkmEYkCHgHusDqWEHsdGGeMmQ68CSy3OJ5QicY35HQevqPsp0QkzdKIQmcxsNIY47E6kBC4BlhmjBkNLACe839XA9IkERoHgL5HlKP9twXyAnB5SCMKvv7amAwUAv8QkX3AHGBVmE1e9/s+GmMajTGd/qu/B2YOUmzBNJDPaw2wyhjTZYzZC+zGlzTCxcl8JxcTfkNNMLA23gT8GcAYswGIx1fgMCBNEqGxCThDRPJEJBbfh25V3zuISN8v2JeBTwcxvmA4YRuNMS3GmCxjzDhjzDh8E9eXGmNOqciYRQbyPo7oc/VSYOcgxhcs/bYTeBVfLwIRycI3/LRnMIM8TQNpIyIyGUgHNgxyfMEwkDbuB+YBiMgUfEmi4URPGnZVYMOBMaZbRG4B1uJbcfC0MWaHiPwMKDXGrAJuEZELgS6gGVhiXcQnb4BtDGsDbOOtInIp0A004VvtFFYG2M61wEUiUg54gDuNMY3WRX1yTuLzuhh4wfiX/4STAbbxDnxDhbfjm8S+ob+2alkOpZRSAelwk1JKqYA0SSillApIk4RSSqmANEkopZQKSJOEUkqpgDRJKHUcInKPiHw3iM+3WkTS/D//FaznVSrUNEkoNQiMMQuMMUeANECThAobmiSU8hORH/j3EfgnMMl/W76IrBGRj0TkXf8ZuYjIMhF5TETeF5E9IrLIf/sIEVnv35OgTETO9d++z3+m8v1Avv/3D4rIsyJyeZ8Y/igikVhpVoUpPeNaKUBEZuI727YY3/diM/ARvvr73zDGfCois4EngAv8DxsBnANMxlf+YCVwLbDWGHOfiDiAxGNe6m6g0BhT7H/dfwNuB14VkVRgLmF29r2KbJoklPI5F3jFGOMCEJFV+OrazAVWiEjP/eL6POZVY4wXKBeR4f7bNgFPi0iM//cfn+hFjTHviMgTIuIErgJeMsZ0B61VSp0mHW5SKrAo4IgxprjPz5Q+v+/sc1kAjDHrgS/iq765TESuH8DrPAtcB9wIPB2c0JUKDk0SSvmsBy4XkQQRSQYWAi5gr4hcDSA+RSd6Ev+GNXXGmKfwlQ6fccxdjuIro97XMuA2AGNM+ek2RKlg0iShFGCM2Qy8iG9f4DfwDRsBfA24SUS2Ajvof/vS84CtIrIF+Crwq2NepxF4zz+p/aD/tjp8JcafCU5rlAoerQKrlMVEJBHYDswwxrRYHY9SfWlPQikL+fcU2Qk8rglCDUXak1BKKRWQ9iSUUkoFpElCKaVUQJoklFJKBaRJQimlVECaJJRSSgX0f7s63YmxRSuwAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.loadtxt('../data/watermelon4.0.csv', delimiter=', ')\n",
    "centroid, idx = KMeans(3).fit(data, plt_process=True, seed=24)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "centroid, idx = KMeans(2).fit(data, plt_process=True, seed=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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eygknnMCsWbO4/vrrAXjwwQfZsGEDM2fOpLCwkEceeeSQ4yQlJbF48WJmzJjBjTfeyKmnnsp3vvMdFi1aRHFxMeeff/5BSkTjHjaHg309Pbzb2srTtbXcW1HBK01N9K5ZQ7NSJBx/PPcMLKLlBzHzwUi/UrzS1MQF27bR1d8PwK3Z2ayZNYvtCxbw48xM4kcxM6jq6+Opujq2DzF/+xp+t8Z1SUmJGrro0Pbt25k+fbrbY6xatYpbb72V/fv3k5WVxT333DNm/ohg50j/F/5Oo9XK/r4+9vf2UtnXx/6+PiZHRnJVRgZKKaLee4/eIWHCP5o4kbueeQYHkHjCCVxYW8ufy8sH98cZkWQa79JgtfJEbS2PHDjAvt5eJoSF8Z/iYuZaLGMy/t6eHvI++YQHJ0/mR4YP05OIyEalVMmRHhd0PglwPq1rpaBxh709Pezp7WV/b++gMkgNC+NXeXkALPj0U/a6+IwiTCYuSk3lqowMRIR7c3OJCw0lKzycrIgIMsPDiQoJoT0uDmlrI6K/n1QXs6Ovx8wHC3t7epi2bh1WpfhqfDz35+VxTnIyZtPYGV9yIyPJi4jgzZaWcVESoyUolYRGM0BZVxdlXV2DCmB/Xx+hIjxfVATA93bs4F2XjNgJYWEc73Ijvy8vj1ARsiIiyAoPJ9lsPqiG1Uh26oglS6h79VV6Q0JIsVqdjf4QMx8gDA0a6D/pJP6ZnEyjzcYt2dnkRkbyy5wczk5OptCDgRonJyTwXH09doeD0DFUQGNJwCgJpZQuMOdlxtN06W5k0JbOTj5pbz9ICTTbbGwqKXE+6VdUsMpwyEebTGRHRDDdxWd1T24u/cCk8HAmhocTPuSHfEFq6qjkDysupqO/H1pbSbHZdHTTODIQNIDNxueRkTyenMyz9fW0NzezMDaWm7OyMImwPDvb47KcmpjIps5O6mw2JvpoOGxAKImIiAiamppISkrSisJLKGM9ieFCbsca1x/5luho3oqNpXrrVg60t1MVFsb+vj72HHMM8WYzz9bXs2L/fkKAjPBwssLDKYqOxqYUYSL8PDubG7OyyAoPJz409Evfn+OM0gmeIGvGDP7T1sashQuJHYfPTeNkoNDenzMyuHnKFMwOB+c2NHBFezunXHHFuN5DzktJ4byUlHE732gICCWRmZlJVVWVXsvAywysTOdputaswWGzEQqsi4vjjrw84m02MtvbycnMZHFcHHZjVnPtxIn8v4wMJoSFDTudn+bFnI+Y0FDOTEry2vmDlYGw45NaWrh9zx6W1taSYviFvPWQaXM4xtTfMZYEhJIwm816NbQgodlm4/ysLAq6u1mxezcX1dZyYV0dFiM0Me6MMw7qn+6jU3iA7V1d7Orp4fTERJ+9QQQaSimezM3l/IoKpvT0cL1L7TFvBQ08Ul3NzXv2UHPssUQNydD2BfQ3U+M3bO7spGTjRj6Ij6ewqwuAGIdjUEH4W2TQCw0NnL11q7fFCCr+WF3Nj7OyeHrixIN3eDFoICcigvb+ft730ZLhWklo/ILn6upY9Omn9DkcrImP57tNTQd38MPIoDqrlcTQUD2LGCfWtrRw3a5dnJWUxI9KSgYfKiQujsizzvJa0MBX4uMxi/BmS4tXzn84AsLcpAlsavv6uKy8nHkWCy8UFpIeHo7VbPb7ukf1NhupYWHeFiMo2NvTwwXbtjE1Koqnp08nIjSUiJkzRz3e31es4LaVK6lqaSEzIYG7brqJS5cvH9VY0SEhLIqNZY1WEhrNkdHV3090SAjp4eGsnT2bOTExhBlP3QPVNP2ZOquVND8q9ObPXF5eTj/w0owZxIYe3W3v7ytWcPXtt9NjOLsrW1q4+vbbAUatKE5OSOAX+/bRZLP5XPE/Pc/V+CSbOjqYsX49T9TUAHBMbOyggggU6q1W0vRMYlx4rKCAF2fMYMqQum2j4baVKwcVxAA9Nhu3rVw56jG/kZzM3T4afKNnEhqf45m6Oq4oLycxNJQZHg5R9Wa57n8WFRGq83o8ygdtbRwbG0teZCR5kZFjMmbVCGahkdrdYUZMDDM8uIb90RBYj2Yav8bucPDTXbu4ePt25lssbCwpYUFsrMfO5+1y3TNiYryapxHovNTYyHGffcafDhwY03EzExKOqN1d2u12XjdK/fsSWklofIZ32tr4TVUVP5o4kTdnzfK4KWYg8/Ygxqlcd6vNxiPV1ezt6fH4uYKRbV1dXLJ9OyUWC98/zAJAR8pdN91E5BC/QaTZzF033XRU4/61tpbTt2yhYhSLjHkSrSQ0XqfNWBlvSUICG+fN48EpU8YlLFSNEJc+UvtYsqe3l6t37mSLke+hGTuabTbOKS0l2mTi30VFRI5xgtqly5fzpzvvZFJCAgJMSkjgT3feOWqn9QAnGzMRX4ty0kpC41Werq0l+6OP+Mi4MY9VrX53GCn5bjyS8uqMyq+pPhbJEggs3b6d/X19/N+MGWR6qCbWpcuXs7+5GYdS7G9uPmoFAVAYFUV6WJjP5UtoJaHxCnaHg5/s2sXSHTuYHRND/hg5FY+EiCVLYOhNepyS8gaUhI5uGnt+OmkSjxcUcKyfZeCLCEvi41nT0uJTS5rq6CbNuNNgtfKtsjLebm3lxxMn8kB+vleyjgeimLwR3VRv+EL0TGLsqOnrY0J4OCcdpQPZmyxJSGBVfT1bu7oo9pFoJ60kNOPO32pr+bi9nb9Pm8Z3x9ipeKR4KymvzmolymQi5igTuzRO1re3c8KmTTxWUMB30tK8Lc6oOTc5mfkWC0U+FPUWEGtca/yDBquVlLAwHEqxs6eHgjFIbPJX2ux26qxWpgbxZzBW1PT1UbJxI2YRNsybR7I24Q3LaNe41j4JjcexORxcu3MnM9avp6avD5NIUCsIgLjQUK0gxoA+h4Pztm2j1W7npeLigFAQ69vbuaq8HJvD4W1RAK0kNB6m3mrl5M2bebC6movT0kjRNngA/lBVxStDK9lqjgilFD/8/HM+am/nb9OmMctHbPhHS2VfH4/W1LCuo8PbogBaSWg8yPr2duZt3Mi6jg6enj6d30ye7LOLvY839+zfz4uNjd4Ww++ZHRPDL7KzR73WuC9yYnw8gu/kS2ivmcZj/LqykhDgwzlzmDOO+Q++jkMpGqxWHdl0FAws93nNOCyXO94kms3MjYnhzZYWbs/J8bY4eiahGVtsDsdgDsCjBQVsmDdPK4ghNNts9KNzJEbL3p4epq5bxxs+WOdorDg5IYGP29vpNKoReBOtJDRjRp3VypLNm/nali3YHQ5iQ0MDwpE41gzkSGglceR02u2cu3UrrXY7uR7KpvYFliQkMCk8nIq+Pm+Los1NmrFhXXs739y6lWa7nccKCrTv4RDU65Ico0Ipxfd27GBrVxevzpw5JmtD+ConJySwe+FCb4sBeHgmISKni0i5iOwSkRGLm4jIeSKiROSIY3g13ueJmhq+8tlnhIrw4Zw5fp3MNB6cEB9P63HHsdjPykZ4m3sqKvhXYyMr8/M5LTHR2+J4FDHWGfGFPDaPKQkRCQH+CJwBFALfFpHCYfpZgGuBTzwli8Zz9Dkc/Laqiq/ExbFh3jxma//DYRER4kJDA26lPU+ilKKqr49L0tK4PgCd1cPxYkMD6R9+ODjz9Bae/JYuAHYppfYopazAc8A5w/S7C7gP8K0i6ppDUtvXR1d/P+EmE2/OmsVrM2dq/4Ob/KuhgVv37PG2GH6FiPCnqVP5a0HB4FN2oJMRHk69zcba1lavyuFJJTERqHTZrjLaBhGRucAkpdQrHpRDM8Z8YuQ/XLNzJ+B0wGofhPu81tzME7W13hbDL2ix2Th982a2dnYiIkH1PZtnsRAXEuL10uFe+8RFxAT8BvipG32XicgGEdnQ0NDgeeE0I/J4TQ3Hf/YZ4SYTPwmSaf9YU2e1kqad1ofF7nBwUVkZb7W20t7f721xxp0QEb6akBDQSqIamOSynWm0DWABZgBvi8g+YCHw8nDOa6XUo0qpEqVUSUpKigdF1oyE1eHg6s8/54ryck6Mj2fDvHnMDJAyCONNvdVKqjbNHZZb9u7ljZYWHp4yxe/WhhgrlsTHs6+3lz1eXObWk0piPTBFRHJFJAy4CHh5YKdSqk0playUylFK5QAfA2crpXSJVx+k1mrlhfp6bp40iVdnziRRPwmPmjqbTedIHIana2t5oLKSH2ZkcEVGhrfF8RqnJyZyXWYmIV70w3gsT0IpZReRa4DXgRDgCaXUNhG5E9iglHr50CNofIHtXV1Mi4oiKyKC7QsWkKJvbkdNd3+/zpE4BEopnqyr44S4OH47ebK3xfEqk6OivP4Z6PUkNCPy6IEDXLNzJ7/Oz+dH2v8wpvQr5dWnQ1/H6nDQ1d9Pglam2B0O1nd0cExsLKaj+M7o9SQ0Y0afw8Gy8nKu+vxzToqP52KdHDfmaAXxZfocDm7YtYsmm40wk0krCINn6+s59rPP2NLZ6ZXzayWhOYgDfX18ddMm/lJTwy1ZWbyi/Q9jSllXF5eUlbG9q8vbovgUA2tD/Lqqivfb2rwtjk8xsGb3Gi/lS+jaTZqD2NnTQ1lXFy8UFnJ+ANXod8VaWkrvmjWotjYkLo6IJUvGbZ3rz7u7WVVfz08mTTp85yDi4QMHeLy2lluzsjgnOdnb4vgUE8PDKQgJ4bXPPuOKJ54Y9++snkloUEqx0VgF64T4eCoWLQpoBdGzejXKeFpVbW30rF6NtbR0XM5fN1ABVs/OBnm7pYVrd+7krKQk7szN9bY4Poe1tJTjq6r4MDoaq8i4f2e1kghy+hwOln3+OSUbN/K+MZ2NCw3cCWbvmjVg3KgHsdmc7ePAYAVYHSUGOB9Qbti9m6lRUTw9ffpROWYDld41a5jU3U13SAjrY2OdjeP4ndVKIsj4+4oVZCUmYhIhY/JkCl95hcdqavhZVhaLgiBhSY1g7x6pfSyxlpZSuX49cTYbvQ8+OG5Pgr6MiPDqzJn8p7iY2AB+OBktSinOzcri9vx8AOa1t3+xb5x8N1pJBBF/X7GCq2+/ncqWFtSMGdSsXMme0FB++Pnn3JOXFxQRNzKCIhypfawYMHOZ+vqY3NMz7iYDX0MpxRM1NdgcDlLDwsiLjPS2SD6BUoqP29q4p6ICcCrROTYbv9yzhx0ffUSES8qCp7+zA2glEUTctnIlPQOmlp/+FBIT4Ve/4uXlIy71EXBELFkCQ/0BZrOz3YMMmLnu272bNZ995mwcR5OBr3Hv/v1cXl7OP3UtNsBphvxNZSUz1q9n0WefcW9FBTXGqnS/Kizk2tpa0l1Lho/Dd3YAPb8LIqpcC4Vt3Qo5OXDnnVRu385DVVVclJoa8BnVAxEh4x3dpNra+CQ2llkdHQc9DY6XycCXeLmxkZ/v3cslaWlcFKABEkfCG83NnFlail0pFsbG8ujUqVyYmjpofvPWd3YAnXEdRGQlJlLpqigSE2HJEsynn44tL48LUlJ4vqgIcGa86kVxxo5/P/44F+Xmsqy6mrtd1pKQuDhir7vOi5KNL2VdXSz89FMKoqJ4d/ZsIkNCvC3SuLO7p4e/1tQwPTqai9PSaLfbuauigu+lp1MUHe2x8+qMa81hueumm4h0NbU0NxP54ov8pb6e0pISbs/OBpyx/KkffMCV5eW829qKw88eJHyNd1tbuTg/n6k9Pdywf/8XO8bRZOALOJTiO2VlRJlM/LuoKKgURHd/P0/X1vLVTZuY/Mkn/Gr//sGw89jQUO7Pz/eogjgatLkpiLjU8D3ctnIlVS0tZCYkcNdNNw22DyDAOcnJPFtXx2M1NWSHh3NJWhrXZWbq1eeOkHXt7Xy9tJTsqCj+m5BA7M6dXjEZ+AImEf42bRq9DgeZERHeFmdcOW/bNl5rbiY/IoJ7cnO5ND2dieHh3hbLLbS5STMiXf39vNjYyFO1tbzX1kbVokUkmM2UdnaSHhYW8P6Lo8XucDB9/XocSvHunDl+c1PwBOva21kwEOMf4DTZbDxdV8dTtbX8d+ZMUsLCeK+1lX6lOD4+3mu5IKM1N+mZhGZEokNCuDgtbdBuOuBIW/b552zo6OCMxESWpqVxVlISEUFkOnCXUJOJfxUVERsSEtQK4unaWpbu2MHzhYVcEKCOaqanrwQAACAASURBVIdSvNnSwuM1NbzY2IhVKUosFmqsVlLCwvhKfLy3RRw1Wklo3MI10enRqVN5qq6OVXV1rG5qIi4khJ9nZ3NDVpYXJfQd9vb08FJjI9dmZgb96n0b2tu5orycE+LiODcAazLZHQ5CTSb29/Zy2pYtJIaGcnVGBpdNmBAw/3utJDRHTHFMDCtjYvhVXh5rW1p4qq5u0PTUbLPx26oqLklLoyAqysuSjj9Vvb0s2byZVrudC1NTmRDEM4javj7O3bqV9LAwXigqwuxn0XIjFYLsNcywj9fWEhMSwr9nzCAnMpI1s2axOC6OcD+7zsOhlYRm1ISIcHJiIicnJg62vd/Wxr0VFdxdUcECi4WlRix8MDi866xWTt68mUabjTWzZgW1gnAoxfnbttFit/PBnDl+578ayJAfqPOl2trYuGYNT3V18ZzdTovdTnZ4OMsyMlBKISKDJb0DDa0kNGPK2cnJVC5axLP19TxZW8uPdu3i+t272b9wIekBfNNsttk4ZfNm9vf18cbMmcwPEiftSJhEuDYzEwFmWyzeFueI6V2zBmWzURERQUZfH2FK8UpcHE90d/PN9HQuS0/npISEoChIqKObNB5lS2cnb7e28mNj+dPLd+wgRISlaWksjosLmB/Zy42NfLusjBdnzOAUl5lVMNJgOGv9jQ67nTdbWtjQ0cHHmzbxmcVCi9nM37Zt49zGRlpDQ1FAzq23elvUUaGjmzQ+ycyYmEEHnlIKkwjP1NXxl5oaciIiuCQtjUvT0pjs5/6Ls5OT2bNwIWl+eHMcS95uaeHM0lL+VVTE6UlJ3hZnRGr7+tjQ0cGGjg4WxMbytaQk6qxWvrltG6EiFEZEcHZDA3M6O5llLBsab7ePW1E9X0IrCc24ISL8paCA3+bn82JjI0/W1XFvRQUm4Je5udgcDtrsdr/xX/Q5HFy4bRtXZmRwZlJS0CuIfT09XFBWRlZEhE+VnR8oMdNv+EnWt7dTbRTLMwHLs7L4WlIS+ZGRfDx3LjOjowkpK6Nn06aD1x4Jsgz5AQ6rJERksVLqg8O1aTTuEhMayiXp6VySns6Bvj7Mhsnp1eZmzt+2ja8Z+Rdf9+H8C5uhIF5qatLLbeJMvDx361bsSvHyjBleW7iq1Wbj085ONnR0sN6YKRRGRfHKzJmEiNDncHBCfDzzLRZKLBZmx8QQY8gqIhwz4EvyclE9X8Kd/+RDwFw32jSaIybDxZldFBXFdZmZrKqr42Uj/+KC1FR+k5+PxYcWpOlXiu/u2MFLTU38YcoUvj9hgrdF8ipKKb6/YwelXV28OnMmU8bJdNhpt/NZZyf7entZmp4OwDlbt/KuUVk3LyKCBRbLQVFHr86c6fb4YcXFQakUhjLiL09EFgHHAikicr3LrljANx/vNH7N5Kgo7s/PZ0VeHm8Z+Rcft7cTbcwmXmlqYmpk5LjdhIbDoRTLyst5rr6e+/Ly+OHEiV6TxVdQQGFUFAvy8jjNw07715qaeLa+ng0dHWzv7kYBZhG+lZpKuMnEbdnZOIB5FgtJeh3xMeFQj2dhQIzRxzWGrR0435NCaYKbEBFOSUzklMREHIazu18pLt+xgzqbjWMsFpamp3NhSopX/BfhJhO3Z2dzk84wH8w4viM3d8zGtDoclHZ1sb69fdC5/NrMmaSHh7Olq4vXm5uZHxvLt1JTKbFYmBcTM5jAdnKQR5Z5gsOGwIpItlKqYpzkOSw6BDZ4OdDXxzN1dTxVV8eWri5CRfjd5Mnj8jSvlKLVbifBbGbgNyMBEr47Wsq6uji7tJRnCgtHXbzP5nBQ1t3NxLAwksPCWN3YyPnbtmE1PuOk0FBKLBYenDKFqVFR2B0OQkSC/rMfDZ4MgQ0XkUeBHNf+SqmTjvRkGs3RkBEezg1ZWdyQlcWWzk6eqqujxEjU+rSjg0cOHGBpWhrHxcWN+U3k3v37eeTAAT6ZO/cgP0qw0mKzcc7WrXT295NxBLO5Drudfzc2DjqWN3V20utw8FhBAZdPmEBRdDTXZWZSYrEw32IhOyLioP9laICVvPAH3FESLwCPAI8B/Z4VR6Nxj5kxMdzvUkBtW1cXq4z8i1wj/2JpWtqY+C9+V1k5uNxmepCHuYLTxHRRWRkVvb2snT172LUhlFLs6ukZNBfNtVi4OC2NPoeDS3fsINpkYq7FwtUZGZRYLJxoVEnNi4zkvvz88b4kzSFwR0nYlVJ/8rgkGs1RsDQ9nW8kJ/PvxkaeqqvjnooKfl9VRf3ixYSbTIO28yPlLwcO8JPduzkvOZm/FhQETIb4aBgoePfzpCTemDSJh6OjWRwXh1KK9v5+4kJDUUpxVmkp77e10dbvfKaMMJm4duJESEsjOSyMHQsWMDkykpAg/iz9CXeUxGoR+X/Av4G+gUalVLPHpNJoRkFMaChL09NZauRfbOnsJNxkQinFvI0byY2IYGl6Ol9PSnKrUud/Ghu56vPPOSMxkWcKC4Pa1DFQ8K7fZuOjvDwy+vrYU1nJqVYrnypFQVQUH8ydi4iQGhbGt9PSKDFyEQqjog6qABuM1YH9GXeUxKXG3xtd2hSQN/biaDRjQ0Z4+KDvwKoUpyQksKq+npeamogPDeVbKSlcM3EixYeo+f+V+Hiuz8zkrtxcwoJYQYAzqQybjRAgyWZjQ2wsv83MpLC9nXNzcznOJcP6iWnTvCeoZsw5rJJQSo1dbJtG4wXCTSYemDyZFXl5rGlt5anaWp6uq+Or8fEUx8TQaLU6Sz/v3k3vmjWscziYERJC4kkn8YBOpgKcpbIHuLmighsqKpjR1UWkw0HcGWd4UTKNp3GnLEcUcD2QpZRaJiJTgAKl1H88Lp1GM4aEmkyclpjIaYmJdNjtg7ODx2pquGXvXko6OlgSH8/vJ03i4tpafr16NYDOugUkLm5QUczt6DioXRPYuDOH/itgxZl9DVAN3O0xiTSaccASGjrol1ians6d1dV0i3BfTg45vb38bN8+sNmcZhaNs7Dd0AzmIC14F2y445PIV0pdKCLfBlBKdYvOZNEEEBPDw/nxrl38CCiPiiK9r494IzLH1cwSzITpgndBiztKwioikTid1YhIPi5RThpNICBxcdDWxrTu7i+3awBd8C5YccfcdAfwGjBJRFYBa4Cb3RlcRE4XkXIR2SUiy4fZ/wMRKRWRTSLyvogUHonwGs1Yoc0pGs3wuBPd9IaIbAQWAgJcq5RqPNxxIhIC/BE4BagC1ovIy0qpMpduzyilHjH6nw38Bjj9yC9Dozk6tDlFoxked6Kb1iillgCvDNN2KBYAu5RSe4xjngPOAQaVhFKq3aV/NIZJS6PxBtqcotF8mUOtJxEBRAHJIpKAcxYBzvUk3Cm7ORGodNmuAo4Z5jw/xBliGwYMWzRQRJYBywCydHlmjUajGTcO5ZO4CtgITDP+DrxeAv4wVgIopf6olMrH6ef4+Qh9HlVKlSilSlJSUsbq1BqNRqM5DCPOJJRSvwd+LyI/Uko9NIqxq4FJLtuZRttIPAfoQoIajUbjQ7jjuH5IRI7ly+tJPHmYQ9cDU0QkF6dyuAj4jmsHEZmilNppbJ4J7ESj0Wg0PoM7juungHxgE1+sJ6GAQyoJpZRdRK4BXse5JvYTSqltInInsEEp9TJwjYicDNiAFr4oJqjRaDQaH8CdZLoSoFAdbp3TYVBKvQq8OqTtdpf31x7pmBqNRqMZP9xJptsKpHtaEI1Go9H4Hu7MJJKBMhFZx8GLDp3tMak0Go1G4xO4oyTu8LQQGo1Go/FN3IluekdE0oD5RtM6pVS9Z8XSaDQajS9wWJ+EiHwLWAdcAHwL+EREzve0YBqNRqPxPu6Ym24F5g/MHkQkBXgT+KcnBRtLrKWlunCbRqPRjAJ3lIRpiHmpCfeionwCa2kpPatXg80GOBeR6dHLUmo0Go1buKMkXhOR14Fnje0Lgf96TqSxpXfNmkEFAdAUGkq03Y6sWaOVhEYzDuiZvH/jjuP6RhH5JnCc0fSoUurfnhVr7BhYfvLt+HheTkmhwWzmP8nJTOzro2DTJqZERTEjOpofTnQWtnUohUmvzqrRjAl6Ju//uFOWIxd4VSn1f8Z2pIjkKKX2eVq4sUDi4lBtbWyNieGJjAz+vm0bRV1d7ImNZV9/P/+or+eD8PBBJbFk82YqenuZHBnJFOM1x2LhhPh4L1+JRuN/DMzkX01KYtm0aUzt7mZeRwcLPv2UE/PzyY+MRPRDmU/jjrnpBeBYl+1+o23+8N19i4glS+hZvZoQo6rI8a2tnNPWRuS8eYNPMl39/YP9z0pKYn1HBzu7u3m6vZ32/n7OSEwcVBInbdpEhMk0qED2rV7NM7/+NbW7d5OZkMBdN93Epcu/tFKrRhN0bOzooBanCeIrra2c3djI/ogInklP5y8hIbBuHe/PmcPiuDh2dHWxv6+PBRYL8UOXkdV4FXeURKhSyjqwoZSyikiYB2UaUwYUQejmzQA4YmOJPPHEg6a60SEhg++vn/RFdXOlFA0226ASUUqRHhbG9u5u3m1tpcvhgOnT4Zxz4De/obKtjcscDp599lnOOf54pyKJimJSeLg2YWmChg/b2ri7ooL/NjdzzOTJvL5xI5b+fh4uLwecT5k70tLYdvbZzImJAeBvtbXcV+lco6wgMpKFsbEcExvL5RMmEGbymziZgMQdJdEgImcbVVsRkXOAw65x7UuEFRcTnZgIO3cStWwZYeHhbh0nIqSGhR20/UxhIeBUGJmTJ3MgJgY6OpwdLBYcaWm8kZjI6zu/qHp+d24ut2Zn02i1cl9lJVMHTFlRUWSEhenptiYg+KitjVv37mVtayvJZjP35uZyRWsrbNlyUPBIiNlMyeLFHJuRMdj2s+xsTklM5OP2dj5pb+fV5mZebmriB0af+/fvp95mcyoPi4XMiIhxv75gxR0l8QNglYgMrEZXBSz1nEieIcxkIsJkwjFG44kINXv2HNzY1gZXXIESobK7m509Pezs6WGBxQLAvt5eHqqqos+loG6UycQzhYWck5xMZW8v/2tpGTRlpWkFovFxlFLYlcJsMrG7p4cd3d38Nj+fKzMynDP07GysJtNho5tiQ0NZkpDAkoSEwXHrbbbB7//mzk5eaGjgAeO3kxEWxgUpKfxuyhQAbA4HZj3j8AjibgVwEYkBUEp1elSiw1BSUqI2bNjgTREGyUpMpLKl5UvtkxIS2N/cPOwx/UpR1dfH5y5K5MoJEyiMjubZujq+s337YF9LSAiTIyN5cto0ZsTEsL+3l6q+PqZERpJsNmsFovEaDqV4sbGRuysquCg1lZuysrA7HNiVIsLFfDuW9DkcbO7sHJxtZIaHc19+vnNW/9FHpIaFcYzFMmiqKoiK0mZeF0Rko1Kq5EiPc2cmAXhfOfgid910E1fffjs9LlPpSLOZu266acRjQkTIjoggOyKCU4bsuyAlhQWxsex0USA7e3pIMBx5z9XXc7Mxe4kLCWFKVBRTIiP545QpJJjN1FuthIqQqB1/Gg9hdzh4vqGBeyoqKOvuZnJkJDmG6SfUZHL/hjIKwk0mFsTGsiA29qB2q1JcNmECn7S382x9PX+uqQHg5kmTWJGfj9Xh4H8tLRxjsZAc5jfuVJ/Bk/9Tn+LDtjYerq7mgfx80t30SRyOgSim21aupKql5aijm0JNJvIjI8mPjOT0YfYvTUujKDr6ICWyrr2dGOPJ7a6KCv5QXU1iaOigz6MgMpJbs7MREewOB6F6Sq45Cq4oL+fvdXUURUXxzPTpfCs1lRAvP62Hm0zclZsLOGc45d3dfNLezozoaAA2dXby9dJSAPIjIjgmNpaFsbF8IzlZ+zbc4JDmJhExAQuVUh+On0iHZrTmpgFTzvb585lmfHkCAdds1g0TJrBh9mz2xsUNKhGA/YsWAXBuaSkftbcPKpApkZHMjI7m68nJ3rwEjQ/T29/PE7W1nJ2URGZEBJ+0t3Ogr49zkpP9xpTT09/P+o4OPmlv52PjdcBq5a1Zs/hqQgIftrXxfH39oJkqJyIiIE25HjE3KaUcIvJHYM6oJfMRBp52+g/Tz58Yms1aUlNDSWMjkWedRdjs2YDToTfAOcnJJJvN7Ozp4fXmZv5mtbIwNnZQSXxtyxa6+vuZEhnpTCaMiqI4OpqpUVHjf3Ear9LV38+fDxzggcpKaqxWehwOfjppEscMMfX4A5EhIRwfH8/xLgmxVb29pBimp21dXTxaU8Pvq6sBSDWbOSY2lr9Om0aS2YxSKiCVhru4Y25aIyLnAf83mnWufYVBJeG/l/AlhtalAsBmo9elLpVrxMf3J0zg+xMmDG532u202O2D25MjI/m0o4PVTU3UG+Oen5LCC0VFAHxz61ZSzOaDZiL5kZGEDzFh6Vo9/s39+/ezsrKSRpuNk+LjWTV9OicGWMUBVzPTlRkZfC89na1dXYNO8dKuLuJDnbfHa3bu5J3W1kEz1TGxsRRFR3vdzDZeuKMkrgKuB+wi0gsIoJRSfvVIMRBvEUhKYqAulbvtQ4kJDSUm9IuvwINGOCFAm93Orp4ezMYPwepwUGu18m5rK00uiuW6zEx+O3kyvf39XL97N7mtrWRt3Ei+1UouEKpr9fgFnXb74HehtKuLBRYLt2Znc2xcnJclGx/MJhNzLBbmWCxcbZToGWCuxcK+3l5ebGzkidpaAIqioti6YAEA69rbmRQezoQx8nX6Gu4U+LOMhyCeJjIkhBSzmUDS/QN1qYZrP1riQkOZZ/niXx9mMvHh3LkAtNhsgz6PqZGRABywWnm2vp5Wu92ZhQ7k9PTwpx07WNTeftDsRuM71Fmt/Kaykj8dOMA7s2czx2Lh8YICnXPgwuUTJnD5hAkopdjd08PH7e3YXB42v7l1K9VWK1nh4RxjzDSWxMcz23LwrdNfZ9huRTeJSAIwBRicoyml3vWUUJ7gtMRE6hcv9rYYY8pAXaqDTE5mMxFLlnj0vAlmMwvM5oNCEfMiI2levJg9v/oVuyMjKY+K4tGJE0kwZh0ON2c3mvGhqreX+ysrebSmBqvDwUWpqcQaMwmtIIZHRJgcFcVkFx+dUorni4r4xDBTfdzezgsNDfxo4kQetFiwOxxcv3s3c9ramPnuu+R3dDhNMX40w3anCuwVwLVAJrAJWAh8BJzkWdE0h2Pgy+UrTyciQkpUFMltbRzT3s7S2trBmdsPiovJ3r2bn2dnYwkNmshrn6TP4WD2hg209fezNC2N5VlZOjhhlIgIx8bFHWSWq7NasRszjX29vfyttpaH+vth7lwSbDae2L6dr7a0fMl/6Ku482u9FmfF14+VUl8VkWnAvZ4Va+wp7ezktr17uTs3lxlGUbFAIKy42Ke+ZK6zmwEFYTebiZgwgZWVlTxVV8f9+fl8JzU1qCNGxpvy7m6erqvjzpwcwk0mHisoYHZMDDmGuVAzdqS5JOxNjoqi5bjjWPfAA/wjLY3fZ2XR4JLs6q7/0Ju4M6/sVUr1AohIuFJqB1DgWbHGniabjZeammgYGg2kGVPCiouJPOusQb+IxMVhOess/rZoER/NmcPE8HAu2b6d4zdtYreRx6HxHFs6O7lo2zamr1vHrysrKe/uBuDclBStIMaJEBGKzGauOHCAm/btY4lLyZ6x8B96GndmElUiEg+8CPxPRFqACs+KNfYEYgisrzLS7GZhXByfzJ3LEzU1rKysxOKhGj8ap8ljWXk5Lzc1YQkJYXlWFtdlZh5U1VgzfkQsWcKk1av5WYXLrXMc/IdjgTvRTd8w3t4hImuBOOA1j0rlAQIxmc4fMYlwRUYGl02YgEkEh1KcVVrKWUlJXJmRETSx556iwWolJSyM+NBQ9vX2ckdODj+eOHGw/pfGO3RMm8Z7ViuL3n+fiNZWr/sPjwR3HNeJLpulxl+/exwP1TMJn2KgpEOr3U63w8HVO3fyaE0ND02ZwmI/mIJ7k6GhlOEnncR7mZncXVHB7t5edh9zDOEmE5tKSrTfx0f4T1MT3+voYONllzHX4l9ZBe74JD4FGoDPgZ3G+30i8qmIzPOkcGNJpMlEbkTEl7KDNd4l0WzmrVmzeK6wkAabjeM++4yl27fTon1HwzJQikW1taGA/4aEcFxFBads2cLOnh5umDRp8AlOKwjf4ZWmJiaEhQ2uxOdPuOOT+B/wT6XU6wAicipwHvBX4GHgGM+JN3YUx8SwZ+FCb4uhGQYR4cLUVL6elMS9FRW82NhIpKHM/TUByVO4lmJ5Lz6ei4qLyerp4beVlVx98cX6IcgHsTkcvNHczPkpKX6puN35Ri0cUBAASqk3gEVKqY+BwMxD13iF6JAQ7snLY1NJCREhIbRu2cLpu3fzpnHjG0hAspaWHmakwKW+u5vXEp0W4K+0tvLktm1sXL+e7+/ZoxWEj/Jheztt/f2cmZTkbVFGhTvfqhoRuVlEso3XTUCdiITAmK0G6nH29/ayZNMm1g6zkpzGtxjI+N31wQdUhIVx3syZXFJYiFVkMAEpGPlXQwMLFyzgqmnTaA8JQYCzGxsxK+UXoZTBylstLZhFONlYmtXfcEdJfAdntvWLxivLaAsBvuU50caWHoeDt1pbqbFavS2Kxk2m1Nfz/NatRPb382ZiIs1GhI4/JCCNJc02GxeXlXH+tm1kh4fz2tatxPa7xOn5SShlsPKLnBxK58/320oD7oTANgI/GmH3rrEVx3MEYhXYQEfi4vh5ZiZhDgfPbd1KuqHgg+mpucNuZ+b69dTZbPwyJ4dbsrJQ8fHaT+NHmEQo8OOyJ+6EwK5lmJBXpdRhazeJyOnA73Heox9TSq0Ysv964ArAjjNq6jKllEcS9XQIrP8RsWQJD732GvUiFHV1ORuD5KnZ5nBgNpmwhIby00mTODE+njkDoZM+VopFMzLP1tXxTmsrv5s8mQg/TR51Z/5zg8v7CJyRTfYR+g5i+Cz+CJwCVAHrReRlpVSZS7fPgBKlVLeIXA2sBC50V/gjYSBJy66VhM/zenMzT9TU8HRREVlA6po1KAiap+a3Wlq4orycJ6dN47j4eH4yaZK3RfIKgRDZtqqujh3d3X4dVOCOuWnjkKYPRGSdG2MvAHYppfYAiMhzwDnAoJJQSq116f8xcIkb446KCJOJmdHROvPUx3muro7v7thBYVQU7f39JAXRU3NXfz/L9+zhD9XVTBlmxb9gYujSvP5UWnuAnv5+3mpt5YoJE/wy9HWAI824NgHzcJbmOBwTgUqX7SoOnVNxOfDfEWRYBiwDyMrKcuPUXyYlLIzN8+eP6ljN+PDH6mp+tHMnX4mL4+XiYuL81NE3Gj5sa+PSHTvY1dPDtRMncm9eHlF+ap4YC9xZmtfXebu1lR6Hw29DXwdw51e4EadPQnCamfbivKGPGSJyCVACnDDcfqXUo8CjACUlJdpeFID8urKSG3bv5uykJJ4rLCQyyG6QH7W3Y3M4eGvWLL7qp6GSY8nRLs3rC7zS1ESUycQJfh5o4Y65KXeUY1cDrsbUTKPtIETkZOBW4ASlVN8oz3VYOu12Ttq8mesyM/lOWpqnTuPz+Kqd98T4eH6YkcHvJk8mNEjMLBs7OmiwWjk9KYnrMjNZNmGC34ZJjjWeXJp3vEg0m/lOWprfOqwHOOyvUUQuEBGL8f7nIvJ/IjLXjbHXA1NEJFdEwoCLgJeHjD0H+DNwtlKq/sjFdx8FrO/o4ECfx/SQz+Na9we8n8FsdTh4vt75b59nsfCHqVODQkHYHA7u2LuXhZ9+yvI9e3AoRYiIVhAuRCxZAkP9h34W2XZnbi5/KfC7pXe+hDu/yNuUUh0ichxwMvA48KfDHaSUsgPXAK8D24HnlVLbROROETnb6HY/EAO8ICKbROTlEYY7anSp8EPbecebrv5+zi4t5cKyMja0t4/7+b3F1s5OFn76Kb+sqOCi1FTWzp49WBFX8wXDLV4VedZZPjHrdYdmmw0VIJGU7jy6DNxXzwQeVUq9IiJ3uzO4UupV4NUhbbe7vD/ZXUGPFr3okO/YeZttNs4sLWVdezuPFRRQEhs7ruf3FuXd3czbuJG40FD+VVTEN1NSvC2ST+NrS/MeCedt20aoCP+bNcvbohw17swkqkXkzzjzF14VkXA3j/MpdMb1yPbc8bTzVvf1cfxnn/FpRwf/LCri8gkTxu3c3qLLKKFREBXFfXl5bJ0/XyuIAKbNbuf9tjbm+WFZ8OFw52b/LZwmo9OUUq1AInCjR6XyACEiLI6NJTM8eAvX+oKd96O2Nir7+nht5ky+EeA3SodSPFRVRdZHHw2uLX3dpEl6CdEA53/NzdiV8vvQ1wHciW7qBv7PZbsGqPGkUJ5ARHh/rjv+9sBlYOrujeimTrudmNBQzk9N5asJCSQFeFLjvp4eLisvZ21rK2ckJur1vIOIV5ubiQ8NZVGAmFF1OEWQ4Q0779qWFr5VVsbzhYVBoSAer6nhul3O2pePFRRwWXq6X2fcatzHoRSvNjVxWkJCwETqBZWSmLthA99OTeXGUWZta46cfzc0cFFZGZMjI5nqx5Uwj4RtXV3Mt1h4oqCAnMhIb4ujGUcU8GhBASkB9CAUVEri8+5uavV6EuPG4zU1LCsvZ0FsLK8UF5MYQD8cV5RSPFtfT3ZEBIvj4liRl0eoiA5tDUJCRDg7OdnbYowpgTEfcpMQkaCObhpP1hqVTE9JSODNWbMCVkE0WK1csG0bF2/fzsPVzoICYSaTVhBByl8OHKBsoKx9gBB8SsLbQgQJJ8bH8+epU3m5uJjoAHXavtjQQNH69axuauK+vDyenD7d2yJpvEiD1cpVn3/OPxsavC3KmBJU5iY9k/AsdoeDm/fs4YcTJ5IXGcmyjAxvi+QxXm1q4hvbtjEnJoa3Zs1iRoDExHsaX60dNha81tyMgoAJfR0gqJTEKQkJFAaJ83S86env56KyMl5uaiI3IoJrMjO9LZJHaLRaSQ4L47TERB6dOpXvZfg1WQAAGEBJREFUpadjDpAoFk8TCGtEHIpXmppIDwtjToA9MATVt/uZwsKAvXl5kza7ndO3bGF1UxN/nDIlID/jDrudq8rLmb5+PXVWKyEiXJmRoRXEEeBLtcPGGrvDwestLZyRmBhw/qigmkloxp56q5VTN2+mrLubZwsLuTA11dsijTlvt7Tw/fJyKnp7uXHSJOIC1MfiaXyldpgn2NHdTW8ALDA0HEGlJI779FPmWiw8OGWKt0UJGKJMJhLNZv5TXMypiYmHP8CP6FeKn+7axe+rq5kcGcn7c+ZwrB+tZ+BrBMIaESMxIyaGpsWLBwuJBhJBNVeus9loHDrd1YyKsq6uwVIba2bNCjgFAc4fR43VyjUTJ7KppEQriKPEF2qHeZKokJCAXJc88K7oEIQQ3FVgx4r3W1s59tNP+eHOnQABUXLi7ytWkJWYiISFEXvNNaz43e8QEZ4pLOShKVMCNox3PPH3NSJGYn9vLws2buTDADCbDUdQmZt0COzR80pTExds28ak8HDuzB3tyra+xd9XrODq22+nJzsbHniAjrw8bvvLX5iwYgWXLl/ubfECCn9eI2IkXm1qYn1HB4kBurJgcM0kdDLdUfF0bS3nlJZSGBXF+3PmkB0R4W2RxoTbVq6kx2aDs86CvDx44AHszzzDbStXels0jR/wanMzuRERFARoeH1QKYnTExM5NkDK9443nXY7N+/Zw/Hx8bw1ezYpAbQmQlVLi/PNZ585/15+OSxY8EW7RjMCvf39rGlp4cykpIAwuw5HYM6PRmBlfr63RfA7BtbpjQkN5Z3Zs8kMDyciwOzzmQkJVLa0wNtvw549cPvtcN99xLz4IlaHg7AAdEZqxoa3W1vpdjj4WgAGbgygv/2aEelXiqs//5wbd+9GKcXkqKiAUxAAd910E5EDUTf/v707j466PBc4/n0y2UMySchA2AwhCAiBIERAqr1WrCK9KCq2aD2iR29vF2v1WCu3e63ea91qtdpWexW0rVpwgxahFm2xCkpEISEIJkBIgCwkIcFsk8y894+Z5I7okAAz88vM7/mck3NmJrM8b2Ymz+9dfs+7fz9885s41qzh6KJF/KGuztrg1KA2xOFgUU4O52VmWh1K2NgqSczfto1LSkutDiMqdHm9LCkv53eHDhEfo93oXkuXLeM3d97JmKwsBBiTlsb/uly8XlTEdbm5ANRpiXn1Gc7JzOSlwkJSYvDgqZethpvavV66dHVTv4729HD5jh38vbmZ+wsKuG3MGKtDCruly5YFXcl0sKuLaVu2cIXLxUPjx8f0PwQ1cE3d3XR5vYxISrI6lLCyVU9Cl8D2zxjDgtJS3mhuZvmkSbZIEP1xJSRw44gRPH7oELO2bo25/QLUyVleW8vITZs42NVldShhZaskES9CjyaJ4xIRbhk9mpcKC1nqH2qxu4S4OO4pKGDdtGnUud0Uv/ceTx461Depr+zpr42NTElNZaT2JGKHnnEd3M62Nl7wb5ZyhcvFwhjbgjEULsrOZltxMWdnZPC3piarw1EWau3p4c2WFhbEYEG/Y9lqTmJ+djZtXq/VYQw677a2smD7dlIdDhZkZ+uY+3GMSErib0VFdHm9iAgftbfT6vEwMz3d6tBUBP29uZluY2Ky6uuxbJUkbtHx9U95ramJy8rKGJaYyGtFRZogBsAhQqr/73RbZSXrmpq4d9w4vjN6dMyeUKU+aW1jI06HwxYn59pquEl90sr6er5UWkpBSgpvnXkmBSkpVocUdZ6aNImLs7O5tbKSS8vKaNQqw7bw07FjWTllii02nYr9FgZYsmMHhe++a3UYg8a2jz9mdkYG/5w+PeaX8YXL0IQEXi4s5Ffjx7O+qYnpJSXs1NVPMW90cjJfjOGzrAPZargJoNvmE9fGGA653YxMSuLn+fm4jYnJGviRJCLcPHo05zid3FVVxdgYKXyoPtuq+nqO9PRww4gRthhetNV/B7ufJ+E1hlsqKigqKaGmsxMR0QQRQjPS03nRf/Zta08P13/4YcyvobejB2tqePzQIVskCLBjkrA6CIt0e71cu3MnDx84wDXDh8f82m6rbT16lD/X1zO9pIR1jY1Wh6NC5LDbzebWVlusauplqyQRb9OeRLvHw6KyMv5YX8/d+fk8WFBAnE2OgqxyXlYWJTNnkpuYyMWlpXyvshK3Lr+OeuuamjAQ01Vfj2WrOYkLs7I4zYZH0HdVVfFqUxO/mzCBr40caXU4tnFGWhrvzJjBbZWV3FddTbvHw68nTLA6LHUK1jY1MTwhwVbnxdgqSSwZPtzqECzxw7w8vpCZaZvVGINJisPBYxMmMC8ri1n+fyzdXq8tlk7GEndpKZ0bNnAwL48ver30lJXF3DaswYT1kyoi80Vkl4hUiMinSmyKyOdFZKuI9IjI4nDGAuD2emnz2GNWoqK9ncvLymjp6SHV4dAEYbErXC7GJCfjNYZLy8r4xu7ddNjksxjt3KWldKxZg2lp4ZXt23morIyONWtw22TbgbAlCRFxAI8CFwOTgatEZPIxd9sPXAf8KVxxBPpuZSWjN22KxEtZwl1aSutDD7HxgQeY+9ZbbGxsZH9np9VhqQBeYyhMS+O3Bw8yZ+tWPaciCrRv2MDGtDQeHTUK8A+/dHfTuWGDpXFFSjh7ErOACmPMHmOMG3gOuDTwDsaYfcaY7UBEZvRieQls79HOm8DCoiKSPB5e3bqViXv3Wh2aChAfF8e9BQWsnTqVg/6Ksk9pRdlBqbKjgx/v3cu0SZO4pKiI+/PyaAsYJjQtLRZGFznhTBKjgOqA6zX+206YiHxNREpEpKTBX6n0ZMRyFdjODRt4LiuLRdOmMaKri3UffMCE1lbbHO1Em4uHDmVbcTGzMzL40d69HNWhp0Fl+aFDjH/nHe6qquJ0t5sndu5kx+bNpAWsUBOn08IIIycqJq6NMY8DjwMUFxef9H/5WFoCe9jt5uXDh1nZ0OA727elhRkpKXyrpobvVFeT3dMD2OdoJxqNTEritaIi9nd2khEfT7fXy672dgqHDLE6tEGrdwLZtLQgTifJ8+ad8gSyxxjfJlu1tVzhcnGZy8UFWVn8T34+1wwfzrCPPqKjrAwClzAnJJA8b94ptiY6hDNJHAACy66O9t9mGUeUbzrU7fXyVG0tKxsaeKO5GQ9QkJxMm8eDOJ1MaGnhZ8cML9nlaCdaOUTI9xdWvK+6mp/u28d9BQXcPGqUbc7oHajeIVX8RRRNS4vvOpxUotjd3s6K2lqerqujpqvLV9XV/30ZnZzMsrw83x39zx3q5BQtwpkktgCni0g+vuSwBLg6jK/Xry9kZhIfZV+8OrebXe3tfN4f+91VVSTFxXHHaadxpctF0ZAhiAjuefM+8QUCbHW0Ewv+c+RINre2cktFBa83N/PkpEkMTUiwOqxBo3PDhk9+vqFvAnmg/7B7lx8b/yqz3e3tXJSdzQMFBVwydCjJQUrlJ06dapukcKywJQljTI+I3ASsxzcd8KQxZoeI3AmUGGNWi8hZwEtAFrBQRH5mjJkSrpguyM7mgihYClrb1cWL/qGkjUeOMDQhgUNz5+IQYcvMmbgSEj51lJlo86OdWDA0IYFXCgt5+MABbq+sZHpJCSsnT2aO9gaB4EOn/Q2peozhtaYmVtTV8Y8jR9gzezYpDgfLJ01iTFKSlqjpR1jnJIwxa4G1x9z244DLW/ANQ0VEm8fD0Z4ehicmDtqu/P379/O9PXswwOTUVH6Ul8dil6tvhcGwxMSgj7Xz0U6sEBG+468ou3TnTpL1pLs+4nR+ZkIINqRa3dnJowcO8ExdHQfdbrLi47l62DDaPB5SHA5m22DDoFCIionrUHm4pobv791Lx7nnBu1WRlJNZycvHD7Myvp6Hhw/nlkZGZzjdPKTsWO50uViclqa1SEqi8xMT2f7WWf11dh6pKaGxS6Xrff9SB7AkGpzdzftXi+jkpKodbu5v7qai4cO5eHcXP596FCtenwSbJUkHP4vnJWLDds8Hh4/eJCVDQ1sam0FYFpaGq3+1UhznE4dXlAAfQmiqrOTO/bs4edVVTxzxhlcFAVDpuEQbEg1bsoU1jY2sry2llcOH+ba3FyemDiR4vR0Ds6de9zet+qfPZNEhFc47evo4KDbzVynEwfwk337KEhJ4a78fK50uZiQmhrReFR0yUtOpmTmTL5SXs787dv53pgx3JWfb8v6T8cOqf53VRWPbN5MrdtNTkICXx85kutzcwHf0J0miFNnqyTRu7IpEstg93R0sKqhgVUNDWw5epTJqansmDWLZIeDytmzcemHV52AyWlpvDtjBrdWVHBvdTXvf/wx66dNG7Rza+HS2N3NK4cPc31uLiLC4e5uZqenc11uLguGDiXRhokz3GyVJHpnIcLdk7itooIHa2oAKE5P555x41jscvX9XhOEOhkpDge/nTiReVlZGLBNguj2elnX1MSK2lpWNzbS7a9/NSsjgwcKCmzzd7CKrZLE55xO7h03jtQQTlp/1N7OSn+P4cUpUxibksJF2dnkJiay2OXqO1FKqVC5ctiwvsu/OXCA7W1tPFhQQMogWIwRajva2jj/gw+o7+5mWEICN40axdLcXIr8Z6Vrggg/WyWJM9PTOTMEm4U0dnfzmwMHWNnQwHZ/Fc85GRk09vQwFrgwO5sLbTq5qCLroNvNbw8e5O2WFp6fPJlJUb4irsHt5tn6elLj4rhx5EhOT0lhfnY2i10u5mdn23IexmoSbdUni4uLTUlJyUk99mhPD7VuN2OTk0/4w7azrY02j4fijAwa3G5GbtrErPR0rnS5+vYKUMoKrzY2cu2HH9Lu8fDo6aez1D9eHy3cXi9rGxtZUVfHXxob6TGGy3NyeKGw0OrQYoqIvGeMKT7Rx9mqJ/FCQwPX79rFntmzBzQMtKOtjZX19axqaGBHezvzMjP5+/TpuBITOXT22eTo3IIaBHoryl6zcyfX79rF9CFDmB5F22veuGsXz9TVkZuYyK2jR7M0N5cpUd4jiiW2ShLxJ7AE9qvl5fypvh4BznU6eWT8eC4PmHzWBKEGk96Ksm80N/cliMNu96D7nNa53fyxro6na2tZNWUK41NT+faoUSwZNowLs7KI1+GkQcc2ScJdWor7vfdg7FiOrFiB+5xzSJw6FWMM2/09hjWNjbx55plkxMdzWU4On3M6uSwnx9Znuaro4RDpq032dksLX9y2jXvGjeMmiyvKur1e1vhPdnu1sREPMDs9nSb/CaRnaXmMQc0WSaK3xHBcZiYAPR9/TMX69axob+dFoKKjgzjgvMxM6txuMuLjWRywgkSpaDMhJYXzs7K4uaKCDf6KstkRrChrjOFITw9ZCQkc9Xi4qrwcV0ICt592GkuHD4/6CXY7sUWS6C0x7DCGFI8HjwhHjeGB9na+kJ3N7WPGsCgnR8/OVDEjJzGR1YWFPFRTwx179jC9pIRnJ0/mc2Eu+XKoq4s/1NWxvLaWzPh43poxg6EJCbwzYwbThgzpq3qgooctkkRv5cj8jg4ur69nXEcHqV4vFW+/zdgf/MDi6JQKDxHh1jFjONfpZEl5OW8eORK2JLGhuZkHqqtZ39SEFzg7I4OlubkYYxCRkCw9V9awRZLoLTE8ta2NR3fv7rs9W7u8ygaKMzJ4v7iYNP/Jdm+1tDAuOfmU5tqMMbzT2soZaWk44+PZ3d5OaVsby047jWtzc5mo9chihi2WEiTPmwfHjsfqrm3KRtLj44kTodvr5erycqaXlLC+qemEn+dAVxf3VFVxxrvvcvb77/NcfT0AN4wYwb45c7h73DhNEDHGFkkicepUUhYu7NucRJxOUhYu1A16lO0kxMXx6rRpDEtMZP727SyrrKTb6+33cZ0eDxdt28aYTZv4r717cSUm8vuJE7nKv8AjMS5O5xtilC2Gm0B3bVOqV29F2VsqKvhFdTX/bGnhL/HxJLz+et8+DUnnn09JXh472tr42siRJDscZMbH88O8PK4dPpzx2luwDdskCaXU/0txOPidv6Ls+spKHOvWYbq7qU5K4nmnk2cPHKCyqYns+HiuHT6cZIeD56eEbft5NYjZYrhJKfXZvjxsGL985x2ku5uytDSmzpnDXfn5jOjq4rH9+9k3Z86g2OpXWUd7EkrZXO8S8d2pqXx/716+XF/P2M5OwDfhrexNPwFK2VzvEvHLGxo+dbtSOtyklM3pEnF1PNqTUMrmelf9dW7Y0Le6KXnePF0NqABNEkopdIm4Ck6Hm5RSSgWlSUIppVRQmiSUUkoFpUlCKaVUUJoklFJKBSXGGKtjOCEi0gBUWR3HKcgBDlsdRJjZoY1gj3ZqG2PHRGPMCe/+FHVLYI0xLqtjOBUiUmKMKbY6jnCyQxvBHu3UNsYOESk5mcfpcJNSSqmgNEkopZQKSpNE5D1udQARYIc2gj3aqW2MHSfVzqibuFZKKRU52pNQSikVlCYJpZRSQWmSCBMRmS8iu0SkQkSWfcbvvy4ipSLygYj8S0QmWxHnqeivjQH3u0JEjIhE3TLDAbyP14lIg/99/EBEbrQizlM1kPdSRL4sIuUiskNE/hTpGE/VAN7LXwa8j7tF5IgVcZ6KAbTxNBF5Q0TeF5HtIrKg3yc1xuhPiH8AB1AJjAMSgW3A5GPukxFw+RJgndVxh7qN/vulAxuBzUCx1XGH4X28Dvi11bFGoJ2nA+8DWf7rw6yOO9RtPOb+3waetDruMLyPjwPf8F+eDOzr73m1JxEes4AKY8weY4wbeA64NPAOxpjWgKtpQLStIOi3jX4/B34BdEYyuBAZaBuj3UDa+R/Ao8aYZgBjTH2EYzxVJ/peXgU8G5HIQmcgbTRAhv+yEzjY35NqkgiPUUB1wPUa/22fICLfEpFK4F7g5gjFFir9tlFEZgBjjDF/jWRgITSg9xG4wt91XyUiYyITWkgNpJ0TgAki8paIbBaR+RGLLjQG+l4iInlAPvB6BOIKpYG08afANSJSA6zF12M6Lk0SFjLGPGqMKQDuAH5odTyhJCJxwIPAbVbHEmZrgLHGmGnAa8AKi+MJl3h8Q07n4TvKfkJEMi2NKHyWAKuMMR6rAwmDq4DlxpjRwALgGf93NShNEuFxAAg8ohztvy2Y54BFYY0o9PprYzpQCPxDRPYBc4DVUTZ53e/7aIxpNMZ0+a/+HpgZodhCaSCf1xpgtTGm2xizF9iNL2lEixP5Ti4h+oaaYGBtvAH4M4AxZhOQjK/AYVCaJMJjC3C6iOSLSCK+D93qwDuISOAX7EvARxGMLxSO20ZjTIsxJscYM9YYMxbfxPUlxpiTKjJmkYG8jyMCrl4C7IxgfKHSbzuBl/H1IhCRHHzDT3siGeQpGkgbEZFJQBawKcLxhcJA2rgfmAcgImfgSxINx3vSqKsCGw2MMT0ichOwHt+KgyeNMTtE5E6gxBizGrhJRC4AuoFmYKl1EZ+4AbYxqg2wjTeLyCVAD9CEb7VTVBlgO9cDF4pIOeABbjfGNFoX9Yk5gc/rEuA541/+E00G2Mbb8A0V3opvEvu6/tqqZTmUUkoFpcNNSimlgtIkoZRSKihNEkoppYLSJKGUUiooTRJKKaWC0iSh1GcQkZ+KyHdD+HxrRSTT//PNUD2vUuGmSUKpCDDGLDDGHAEyAU0SKmpoklDKT0R+4N9H4F/ARP9tBSKyTkTeE5E3/WfkIiLLReRhEXlbRPaIyGL/7SNEZKN/T4IyETnXf/s+/5nK9wAF/t/fJyJPi8iigBj+KCKxWGlWRSk941opQERm4jvbdjq+78VW4D189fe/boz5SERmA48B5/sfNgI4B5iEr/zBKuBqYL0x5m4RcQCpx7zUMqDQGDPd/7r/BtwKvCwiTmAuUXb2vYptmiSU8jkXeMkY0w4gIqvx1bWZC6wUkd77JQU85mVjjBcoF5Hh/tu2AE+KSIL/9x8c70WNMf8UkcdExAVcAbxgjOkJWauUOkU63KRUcHHAEWPM9ICfMwJ+3xVwWQCMMRuBz+OrvrlcRK4dwOs8DVwDXA88GZrQlQoNTRJK+WwEFolIioikAwuBdmCviFwJID5Fx3sS/4Y1dcaYJ/CVDp9xzF2O4iujHmg5cAuAMab8VBuiVChpklAKMMZsBZ7Hty/wq/iGjQC+CtwgItuAHfS/fel5wDYReR/4CvCrY16nEXjLP6l9n/+2Onwlxp8KTWuUCh2tAquUxUQkFSgFZhhjWqyOR6lA2pNQykL+PUV2Ao9oglCDkfYklFJKBaU9CaWUUkFpklBKKRWUJgmllFJBaZJQSikVlCYJpZRSQf0fGVY8NY/1Fo8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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eygknnMCsWbO4/vrrAXjwwQfZsGEDM2fOpLCwkEceeeSQ4yQlJbF48WJmzJjBjTfeyKmnnsp3vvMdFi1aRHFxMeeff/5BSkTjHjaHg309Pbzb2srTtbXcW1HBK01N9K5ZQ7NSJBx/PPcMLKLlBzHzwUi/UrzS1MQF27bR1d8PwK3Z2ayZNYvtCxbw48xM4kcxM6jq6+Opujq2DzF/+xp+t8Z1SUmJGrro0Pbt25k+fbrbY6xatYpbb72V/fv3k5WVxT333DNm/ohg50j/F/5Oo9XK/r4+9vf2UtnXx/6+PiZHRnJVRgZKKaLee4/eIWHCP5o4kbueeQYHkHjCCVxYW8ufy8sH98cZkWQa79JgtfJEbS2PHDjAvt5eJoSF8Z/iYuZaLGMy/t6eHvI++YQHJ0/mR4YP05OIyEalVMmRHhd0PglwPq1rpaBxh709Pezp7WV/b++gMkgNC+NXeXkALPj0U/a6+IwiTCYuSk3lqowMRIR7c3OJCw0lKzycrIgIMsPDiQoJoT0uDmlrI6K/n1QXs6Ovx8wHC3t7epi2bh1WpfhqfDz35+VxTnIyZtPYGV9yIyPJi4jgzZaWcVESoyUolYRGM0BZVxdlXV2DCmB/Xx+hIjxfVATA93bs4F2XjNgJYWEc73Ijvy8vj1ARsiIiyAoPJ9lsPqiG1Uh26oglS6h79VV6Q0JIsVqdjf4QMx8gDA0a6D/pJP6ZnEyjzcYt2dnkRkbyy5wczk5OptCDgRonJyTwXH09doeD0DFUQGNJwCgJpZQuMOdlxtN06W5k0JbOTj5pbz9ICTTbbGwqKXE+6VdUsMpwyEebTGRHRDDdxWd1T24u/cCk8HAmhocTPuSHfEFq6qjkDysupqO/H1pbSbHZdHTTODIQNIDNxueRkTyenMyz9fW0NzezMDaWm7OyMImwPDvb47KcmpjIps5O6mw2JvpoOGxAKImIiAiamppISkrSisJLKGM9ieFCbsca1x/5luho3oqNpXrrVg60t1MVFsb+vj72HHMM8WYzz9bXs2L/fkKAjPBwssLDKYqOxqYUYSL8PDubG7OyyAoPJz409Evfn+OM0gmeIGvGDP7T1sashQuJHYfPTeNkoNDenzMyuHnKFMwOB+c2NHBFezunXHHFuN5DzktJ4byUlHE732gICCWRmZlJVVWVXsvAywysTOdputaswWGzEQqsi4vjjrw84m02MtvbycnMZHFcHHZjVnPtxIn8v4wMJoSFDTudn+bFnI+Y0FDOTEry2vmDlYGw45NaWrh9zx6W1taSYviFvPWQaXM4xtTfMZYEhJIwm816NbQgodlm4/ysLAq6u1mxezcX1dZyYV0dFiM0Me6MMw7qn+6jU3iA7V1d7Orp4fTERJ+9QQQaSimezM3l/IoKpvT0cL1L7TFvBQ08Ul3NzXv2UHPssUQNydD2BfQ3U+M3bO7spGTjRj6Ij6ewqwuAGIdjUEH4W2TQCw0NnL11q7fFCCr+WF3Nj7OyeHrixIN3eDFoICcigvb+ft730ZLhWklo/ILn6upY9Omn9DkcrImP57tNTQd38MPIoDqrlcTQUD2LGCfWtrRw3a5dnJWUxI9KSgYfKiQujsizzvJa0MBX4uMxi/BmS4tXzn84AsLcpAlsavv6uKy8nHkWCy8UFpIeHo7VbPb7ukf1NhupYWHeFiMo2NvTwwXbtjE1Koqnp08nIjSUiJkzRz3e31es4LaVK6lqaSEzIYG7brqJS5cvH9VY0SEhLIqNZY1WEhrNkdHV3090SAjp4eGsnT2bOTExhBlP3QPVNP2ZOquVND8q9ObPXF5eTj/w0owZxIYe3W3v7ytWcPXtt9NjOLsrW1q4+vbbAUatKE5OSOAX+/bRZLP5XPE/Pc/V+CSbOjqYsX49T9TUAHBMbOyggggU6q1W0vRMYlx4rKCAF2fMYMqQum2j4baVKwcVxAA9Nhu3rVw56jG/kZzM3T4afKNnEhqf45m6Oq4oLycxNJQZHg5R9Wa57n8WFRGq83o8ygdtbRwbG0teZCR5kZFjMmbVCGahkdrdYUZMDDM8uIb90RBYj2Yav8bucPDTXbu4ePt25lssbCwpYUFsrMfO5+1y3TNiYryapxHovNTYyHGffcafDhwY03EzExKOqN1d2u12XjdK/fsSWklofIZ32tr4TVUVP5o4kTdnzfK4KWYg8/Ygxqlcd6vNxiPV1ezt6fH4uYKRbV1dXLJ9OyUWC98/zAJAR8pdN91E5BC/QaTZzF033XRU4/61tpbTt2yhYhSLjHkSrSQ0XqfNWBlvSUICG+fN48EpU8YlLFSNEJc+UvtYsqe3l6t37mSLke+hGTuabTbOKS0l2mTi30VFRI5xgtqly5fzpzvvZFJCAgJMSkjgT3feOWqn9QAnGzMRX4ty0kpC41Werq0l+6OP+Mi4MY9VrX53GCn5bjyS8uqMyq+pPhbJEggs3b6d/X19/N+MGWR6qCbWpcuXs7+5GYdS7G9uPmoFAVAYFUV6WJjP5UtoJaHxCnaHg5/s2sXSHTuYHRND/hg5FY+EiCVLYOhNepyS8gaUhI5uGnt+OmkSjxcUcKyfZeCLCEvi41nT0uJTS5rq6CbNuNNgtfKtsjLebm3lxxMn8kB+vleyjgeimLwR3VRv+EL0TGLsqOnrY0J4OCcdpQPZmyxJSGBVfT1bu7oo9pFoJ60kNOPO32pr+bi9nb9Pm8Z3x9ipeKR4KymvzmolymQi5igTuzRO1re3c8KmTTxWUMB30tK8Lc6oOTc5mfkWC0U+FPUWEGtca/yDBquVlLAwHEqxs6eHgjFIbPJX2ux26qxWpgbxZzBW1PT1UbJxI2YRNsybR7I24Q3LaNe41j4JjcexORxcu3MnM9avp6avD5NIUCsIgLjQUK0gxoA+h4Pztm2j1W7npeLigFAQ69vbuaq8HJvD4W1RAK0kNB6m3mrl5M2bebC6movT0kjRNngA/lBVxStDK9lqjgilFD/8/HM+am/nb9OmMctHbPhHS2VfH4/W1LCuo8PbogBaSWg8yPr2duZt3Mi6jg6enj6d30ye7LOLvY839+zfz4uNjd4Ww++ZHRPDL7KzR73WuC9yYnw8gu/kS2ivmcZj/LqykhDgwzlzmDOO+Q++jkMpGqxWHdl0FAws93nNOCyXO94kms3MjYnhzZYWbs/J8bY4eiahGVtsDsdgDsCjBQVsmDdPK4ghNNts9KNzJEbL3p4epq5bxxs+WOdorDg5IYGP29vpNKoReBOtJDRjRp3VypLNm/nali3YHQ5iQ0MDwpE41gzkSGglceR02u2cu3UrrXY7uR7KpvYFliQkMCk8nIq+Pm+Los1NmrFhXXs739y6lWa7nccKCrTv4RDU65Ico0Ipxfd27GBrVxevzpw5JmtD+ConJySwe+FCb4sBeHgmISKni0i5iOwSkRGLm4jIeSKiROSIY3g13ueJmhq+8tlnhIrw4Zw5fp3MNB6cEB9P63HHsdjPykZ4m3sqKvhXYyMr8/M5LTHR2+J4FDHWGfGFPDaPKQkRCQH+CJwBFALfFpHCYfpZgGuBTzwli8Zz9Dkc/Laqiq/ExbFh3jxma//DYRER4kJDA26lPU+ilKKqr49L0tK4PgCd1cPxYkMD6R9+ODjz9Bae/JYuAHYppfYopazAc8A5w/S7C7gP8K0i6ppDUtvXR1d/P+EmE2/OmsVrM2dq/4Ob/KuhgVv37PG2GH6FiPCnqVP5a0HB4FN2oJMRHk69zcba1lavyuFJJTERqHTZrjLaBhGRucAkpdQrHpRDM8Z8YuQ/XLNzJ+B0wGofhPu81tzME7W13hbDL2ix2Th982a2dnYiIkH1PZtnsRAXEuL10uFe+8RFxAT8BvipG32XicgGEdnQ0NDgeeE0I/J4TQ3Hf/YZ4SYTPwmSaf9YU2e1kqad1ofF7nBwUVkZb7W20t7f721xxp0QEb6akBDQSqIamOSynWm0DWABZgBvi8g+YCHw8nDOa6XUo0qpEqVUSUpKigdF1oyE1eHg6s8/54ryck6Mj2fDvHnMDJAyCONNvdVKqjbNHZZb9u7ljZYWHp4yxe/WhhgrlsTHs6+3lz1eXObWk0piPTBFRHJFJAy4CHh5YKdSqk0playUylFK5QAfA2crpXSJVx+k1mrlhfp6bp40iVdnziRRPwmPmjqbTedIHIana2t5oLKSH2ZkcEVGhrfF8RqnJyZyXWYmIV70w3gsT0IpZReRa4DXgRDgCaXUNhG5E9iglHr50CNofIHtXV1Mi4oiKyKC7QsWkKJvbkdNd3+/zpE4BEopnqyr44S4OH47ebK3xfEqk6OivP4Z6PUkNCPy6IEDXLNzJ7/Oz+dH2v8wpvQr5dWnQ1/H6nDQ1d9Pglam2B0O1nd0cExsLKaj+M7o9SQ0Y0afw8Gy8nKu+vxzToqP52KdHDfmaAXxZfocDm7YtYsmm40wk0krCINn6+s59rPP2NLZ6ZXzayWhOYgDfX18ddMm/lJTwy1ZWbyi/Q9jSllXF5eUlbG9q8vbovgUA2tD/Lqqivfb2rwtjk8xsGb3Gi/lS+jaTZqD2NnTQ1lXFy8UFnJ+ANXod8VaWkrvmjWotjYkLo6IJUvGbZ3rz7u7WVVfz08mTTp85yDi4QMHeLy2lluzsjgnOdnb4vgUE8PDKQgJ4bXPPuOKJ54Y9++snkloUEqx0VgF64T4eCoWLQpoBdGzejXKeFpVbW30rF6NtbR0XM5fN1ABVs/OBnm7pYVrd+7krKQk7szN9bY4Poe1tJTjq6r4MDoaq8i4f2e1kghy+hwOln3+OSUbN/K+MZ2NCw3cCWbvmjVg3KgHsdmc7ePAYAVYHSUGOB9Qbti9m6lRUTw9ffpROWYDld41a5jU3U13SAjrY2OdjeP4ndVKIsj4+4oVZCUmYhIhY/JkCl95hcdqavhZVhaLgiBhSY1g7x6pfSyxlpZSuX49cTYbvQ8+OG5Pgr6MiPDqzJn8p7iY2AB+OBktSinOzcri9vx8AOa1t3+xb5x8N1pJBBF/X7GCq2+/ncqWFtSMGdSsXMme0FB++Pnn3JOXFxQRNzKCIhypfawYMHOZ+vqY3NMz7iYDX0MpxRM1NdgcDlLDwsiLjPS2SD6BUoqP29q4p6ICcCrROTYbv9yzhx0ffUSES8qCp7+zA2glEUTctnIlPQOmlp/+FBIT4Ve/4uXlIy71EXBELFkCQ/0BZrOz3YMMmLnu272bNZ995mwcR5OBr3Hv/v1cXl7OP3UtNsBphvxNZSUz1q9n0WefcW9FBTXGqnS/Kizk2tpa0l1Lho/Dd3YAPb8LIqpcC4Vt3Qo5OXDnnVRu385DVVVclJoa8BnVAxEh4x3dpNra+CQ2llkdHQc9DY6XycCXeLmxkZ/v3cslaWlcFKABEkfCG83NnFlail0pFsbG8ujUqVyYmjpofvPWd3YAnXEdRGQlJlLpqigSE2HJEsynn44tL48LUlJ4vqgIcGa86kVxxo5/P/44F+Xmsqy6mrtd1pKQuDhir7vOi5KNL2VdXSz89FMKoqJ4d/ZsIkNCvC3SuLO7p4e/1tQwPTqai9PSaLfbuauigu+lp1MUHe2x8+qMa81hueumm4h0NbU0NxP54ov8pb6e0pISbs/OBpyx/KkffMCV5eW829qKw88eJHyNd1tbuTg/n6k9Pdywf/8XO8bRZOALOJTiO2VlRJlM/LuoKKgURHd/P0/X1vLVTZuY/Mkn/Gr//sGw89jQUO7Pz/eogjgatLkpiLjU8D3ctnIlVS0tZCYkcNdNNw22DyDAOcnJPFtXx2M1NWSHh3NJWhrXZWbq1eeOkHXt7Xy9tJTsqCj+m5BA7M6dXjEZ+AImEf42bRq9DgeZERHeFmdcOW/bNl5rbiY/IoJ7cnO5ND2dieHh3hbLLbS5STMiXf39vNjYyFO1tbzX1kbVokUkmM2UdnaSHhYW8P6Lo8XucDB9/XocSvHunDl+c1PwBOva21kwEOMf4DTZbDxdV8dTtbX8d+ZMUsLCeK+1lX6lOD4+3mu5IKM1N+mZhGZEokNCuDgtbdBuOuBIW/b552zo6OCMxESWpqVxVlISEUFkOnCXUJOJfxUVERsSEtQK4unaWpbu2MHzhYVcEKCOaqanrwQAACAASURBVIdSvNnSwuM1NbzY2IhVKUosFmqsVlLCwvhKfLy3RRw1Wklo3MI10enRqVN5qq6OVXV1rG5qIi4khJ9nZ3NDVpYXJfQd9vb08FJjI9dmZgb96n0b2tu5orycE+LiODcAazLZHQ5CTSb29/Zy2pYtJIaGcnVGBpdNmBAw/3utJDRHTHFMDCtjYvhVXh5rW1p4qq5u0PTUbLPx26oqLklLoyAqysuSjj9Vvb0s2byZVrudC1NTmRDEM4javj7O3bqV9LAwXigqwuxn0XIjFYLsNcywj9fWEhMSwr9nzCAnMpI1s2axOC6OcD+7zsOhlYRm1ISIcHJiIicnJg62vd/Wxr0VFdxdUcECi4WlRix8MDi866xWTt68mUabjTWzZgW1gnAoxfnbttFit/PBnDl+578ayJAfqPOl2trYuGYNT3V18ZzdTovdTnZ4OMsyMlBKISKDJb0DDa0kNGPK2cnJVC5axLP19TxZW8uPdu3i+t272b9wIekBfNNsttk4ZfNm9vf18cbMmcwPEiftSJhEuDYzEwFmWyzeFueI6V2zBmWzURERQUZfH2FK8UpcHE90d/PN9HQuS0/npISEoChIqKObNB5lS2cnb7e28mNj+dPLd+wgRISlaWksjosLmB/Zy42NfLusjBdnzOAUl5lVMNJgOGv9jQ67nTdbWtjQ0cHHmzbxmcVCi9nM37Zt49zGRlpDQ1FAzq23elvUUaGjmzQ+ycyYmEEHnlIKkwjP1NXxl5oaciIiuCQtjUvT0pjs5/6Ls5OT2bNwIWl+eHMcS95uaeHM0lL+VVTE6UlJ3hZnRGr7+tjQ0cGGjg4WxMbytaQk6qxWvrltG6EiFEZEcHZDA3M6O5llLBsab7ePW1E9X0IrCc24ISL8paCA3+bn82JjI0/W1XFvRQUm4Je5udgcDtrsdr/xX/Q5HFy4bRtXZmRwZlJS0CuIfT09XFBWRlZEhE+VnR8oMdNv+EnWt7dTbRTLMwHLs7L4WlIS+ZGRfDx3LjOjowkpK6Nn06aD1x4Jsgz5AQ6rJERksVLqg8O1aTTuEhMayiXp6VySns6Bvj7Mhsnp1eZmzt+2ja8Z+Rdf9+H8C5uhIF5qatLLbeJMvDx361bsSvHyjBleW7iq1Wbj085ONnR0sN6YKRRGRfHKzJmEiNDncHBCfDzzLRZKLBZmx8QQY8gqIhwz4EvyclE9X8Kd/+RDwFw32jSaIybDxZldFBXFdZmZrKqr42Uj/+KC1FR+k5+PxYcWpOlXiu/u2MFLTU38YcoUvj9hgrdF8ipKKb6/YwelXV28OnMmU8bJdNhpt/NZZyf7entZmp4OwDlbt/KuUVk3LyKCBRbLQVFHr86c6fb4YcXFQakUhjLiL09EFgHHAikicr3LrljANx/vNH7N5Kgo7s/PZ0VeHm8Z+Rcft7cTbcwmXmlqYmpk5LjdhIbDoRTLyst5rr6e+/Ly+OHEiV6TxVdQQGFUFAvy8jjNw07715qaeLa+ng0dHWzv7kYBZhG+lZpKuMnEbdnZOIB5FgtJeh3xMeFQj2dhQIzRxzWGrR0435NCaYKbEBFOSUzklMREHIazu18pLt+xgzqbjWMsFpamp3NhSopX/BfhJhO3Z2dzk84wH8w4viM3d8zGtDoclHZ1sb69fdC5/NrMmaSHh7Olq4vXm5uZHxvLt1JTKbFYmBcTM5jAdnKQR5Z5gsOGwIpItlKqYpzkOSw6BDZ4OdDXxzN1dTxVV8eWri5CRfjd5Mnj8jSvlKLVbifBbGbgNyMBEr47Wsq6uji7tJRnCgtHXbzP5nBQ1t3NxLAwksPCWN3YyPnbtmE1PuOk0FBKLBYenDKFqVFR2B0OQkSC/rMfDZ4MgQ0XkUeBHNf+SqmTjvRkGs3RkBEezg1ZWdyQlcWWzk6eqqujxEjU+rSjg0cOHGBpWhrHxcWN+U3k3v37eeTAAT6ZO/cgP0qw0mKzcc7WrXT295NxBLO5Drudfzc2DjqWN3V20utw8FhBAZdPmEBRdDTXZWZSYrEw32IhOyLioP9laICVvPAH3FESLwCPAI8B/Z4VR6Nxj5kxMdzvUkBtW1cXq4z8i1wj/2JpWtqY+C9+V1k5uNxmepCHuYLTxHRRWRkVvb2snT172LUhlFLs6ukZNBfNtVi4OC2NPoeDS3fsINpkYq7FwtUZGZRYLJxoVEnNi4zkvvz88b4kzSFwR0nYlVJ/8rgkGs1RsDQ9nW8kJ/PvxkaeqqvjnooKfl9VRf3ixYSbTIO28yPlLwcO8JPduzkvOZm/FhQETIb4aBgoePfzpCTemDSJh6OjWRwXh1KK9v5+4kJDUUpxVmkp77e10dbvfKaMMJm4duJESEsjOSyMHQsWMDkykpAg/iz9CXeUxGoR+X/Av4G+gUalVLPHpNJoRkFMaChL09NZauRfbOnsJNxkQinFvI0byY2IYGl6Ol9PSnKrUud/Ghu56vPPOSMxkWcKC4Pa1DFQ8K7fZuOjvDwy+vrYU1nJqVYrnypFQVQUH8ydi4iQGhbGt9PSKDFyEQqjog6qABuM1YH9GXeUxKXG3xtd2hSQN/biaDRjQ0Z4+KDvwKoUpyQksKq+npeamogPDeVbKSlcM3EixYeo+f+V+Hiuz8zkrtxcwoJYQYAzqQybjRAgyWZjQ2wsv83MpLC9nXNzcznOJcP6iWnTvCeoZsw5rJJQSo1dbJtG4wXCTSYemDyZFXl5rGlt5anaWp6uq+Or8fEUx8TQaLU6Sz/v3k3vmjWscziYERJC4kkn8YBOpgKcpbIHuLmighsqKpjR1UWkw0HcGWd4UTKNp3GnLEcUcD2QpZRaJiJTgAKl1H88Lp1GM4aEmkyclpjIaYmJdNjtg7ODx2pquGXvXko6OlgSH8/vJ03i4tpafr16NYDOugUkLm5QUczt6DioXRPYuDOH/itgxZl9DVAN3O0xiTSaccASGjrol1ians6d1dV0i3BfTg45vb38bN8+sNmcZhaNs7Dd0AzmIC14F2y445PIV0pdKCLfBlBKdYvOZNEEEBPDw/nxrl38CCiPiiK9r494IzLH1cwSzITpgndBiztKwioikTid1YhIPi5RThpNICBxcdDWxrTu7i+3awBd8C5YccfcdAfwGjBJRFYBa4Cb3RlcRE4XkXIR2SUiy4fZ/wMRKRWRTSLyvogUHonwGs1Yoc0pGs3wuBPd9IaIbAQWAgJcq5RqPNxxIhIC/BE4BagC1ovIy0qpMpduzyilHjH6nw38Bjj9yC9Dozk6tDlFoxked6Kb1iillgCvDNN2KBYAu5RSe4xjngPOAQaVhFKq3aV/NIZJS6PxBtqcotF8mUOtJxEBRAHJIpKAcxYBzvUk3Cm7ORGodNmuAo4Z5jw/xBliGwYMWzRQRJYBywCydHlmjUajGTcO5ZO4CtgITDP+DrxeAv4wVgIopf6olMrH6ef4+Qh9HlVKlSilSlJSUsbq1BqNRqM5DCPOJJRSvwd+LyI/Uko9NIqxq4FJLtuZRttIPAfoQoIajUbjQ7jjuH5IRI7ly+tJPHmYQ9cDU0QkF6dyuAj4jmsHEZmilNppbJ4J7ESj0Wg0PoM7juungHxgE1+sJ6GAQyoJpZRdRK4BXse5JvYTSqltInInsEEp9TJwjYicDNiAFr4oJqjRaDQaH8CdZLoSoFAdbp3TYVBKvQq8OqTtdpf31x7pmBqNRqMZP9xJptsKpHtaEI1Go9H4Hu7MJJKBMhFZx8GLDp3tMak0Go1G4xO4oyTu8LQQGo1Go/FN3IluekdE0oD5RtM6pVS9Z8XSaDQajS9wWJ+EiHwLWAdcAHwL+EREzve0YBqNRqPxPu6Ym24F5g/MHkQkBXgT+KcnBRtLrKWlunCbRqPRjAJ3lIRpiHmpCfeionwCa2kpPatXg80GOBeR6dHLUmo0Go1buKMkXhOR14Fnje0Lgf96TqSxpXfNmkEFAdAUGkq03Y6sWaOVhEYzDuiZvH/jjuP6RhH5JnCc0fSoUurfnhVr7BhYfvLt+HheTkmhwWzmP8nJTOzro2DTJqZERTEjOpofTnQWtnUohUmvzqrRjAl6Ju//uFOWIxd4VSn1f8Z2pIjkKKX2eVq4sUDi4lBtbWyNieGJjAz+vm0bRV1d7ImNZV9/P/+or+eD8PBBJbFk82YqenuZHBnJFOM1x2LhhPh4L1+JRuN/DMzkX01KYtm0aUzt7mZeRwcLPv2UE/PzyY+MRPRDmU/jjrnpBeBYl+1+o23+8N19i4glS+hZvZoQo6rI8a2tnNPWRuS8eYNPMl39/YP9z0pKYn1HBzu7u3m6vZ32/n7OSEwcVBInbdpEhMk0qED2rV7NM7/+NbW7d5OZkMBdN93Epcu/tFKrRhN0bOzooBanCeIrra2c3djI/ogInklP5y8hIbBuHe/PmcPiuDh2dHWxv6+PBRYL8UOXkdV4FXeURKhSyjqwoZSyikiYB2UaUwYUQejmzQA4YmOJPPHEg6a60SEhg++vn/RFdXOlFA0226ASUUqRHhbG9u5u3m1tpcvhgOnT4Zxz4De/obKtjcscDp599lnOOf54pyKJimJSeLg2YWmChg/b2ri7ooL/NjdzzOTJvL5xI5b+fh4uLwecT5k70tLYdvbZzImJAeBvtbXcV+lco6wgMpKFsbEcExvL5RMmEGbymziZgMQdJdEgImcbVVsRkXOAw65x7UuEFRcTnZgIO3cStWwZYeHhbh0nIqSGhR20/UxhIeBUGJmTJ3MgJgY6OpwdLBYcaWm8kZjI6zu/qHp+d24ut2Zn02i1cl9lJVMHTFlRUWSEhenptiYg+KitjVv37mVtayvJZjP35uZyRWsrbNlyUPBIiNlMyeLFHJuRMdj2s+xsTklM5OP2dj5pb+fV5mZebmriB0af+/fvp95mcyoPi4XMiIhxv75gxR0l8QNglYgMrEZXBSz1nEieIcxkIsJkwjFG44kINXv2HNzY1gZXXIESobK7m509Pezs6WGBxQLAvt5eHqqqos+loG6UycQzhYWck5xMZW8v/2tpGTRlpWkFovFxlFLYlcJsMrG7p4cd3d38Nj+fKzMynDP07GysJtNho5tiQ0NZkpDAkoSEwXHrbbbB7//mzk5eaGjgAeO3kxEWxgUpKfxuyhQAbA4HZj3j8AjibgVwEYkBUEp1elSiw1BSUqI2bNjgTREGyUpMpLKl5UvtkxIS2N/cPOwx/UpR1dfH5y5K5MoJEyiMjubZujq+s337YF9LSAiTIyN5cto0ZsTEsL+3l6q+PqZERpJsNmsFovEaDqV4sbGRuysquCg1lZuysrA7HNiVIsLFfDuW9DkcbO7sHJxtZIaHc19+vnNW/9FHpIaFcYzFMmiqKoiK0mZeF0Rko1Kq5EiPc2cmAXhfOfgid910E1fffjs9LlPpSLOZu266acRjQkTIjoggOyKCU4bsuyAlhQWxsex0USA7e3pIMBx5z9XXc7Mxe4kLCWFKVBRTIiP545QpJJjN1FuthIqQqB1/Gg9hdzh4vqGBeyoqKOvuZnJkJDmG6SfUZHL/hjIKwk0mFsTGsiA29qB2q1JcNmECn7S382x9PX+uqQHg5kmTWJGfj9Xh4H8tLRxjsZAc5jfuVJ/Bk/9Tn+LDtjYerq7mgfx80t30SRyOgSim21aupKql5aijm0JNJvIjI8mPjOT0YfYvTUujKDr6ICWyrr2dGOPJ7a6KCv5QXU1iaOigz6MgMpJbs7MREewOB6F6Sq45Cq4oL+fvdXUURUXxzPTpfCs1lRAvP62Hm0zclZsLOGc45d3dfNLezozoaAA2dXby9dJSAPIjIjgmNpaFsbF8IzlZ+zbc4JDmJhExAQuVUh+On0iHZrTmpgFTzvb585lmfHkCAdds1g0TJrBh9mz2xsUNKhGA/YsWAXBuaSkftbcPKpApkZHMjI7m68nJ3rwEjQ/T29/PE7W1nJ2URGZEBJ+0t3Ogr49zkpP9xpTT09/P+o4OPmlv52PjdcBq5a1Zs/hqQgIftrXxfH39oJkqJyIiIE25HjE3KaUcIvJHYM6oJfMRBp52+g/Tz58Yms1aUlNDSWMjkWedRdjs2YDToTfAOcnJJJvN7Ozp4fXmZv5mtbIwNnZQSXxtyxa6+vuZEhnpTCaMiqI4OpqpUVHjf3Ear9LV38+fDxzggcpKaqxWehwOfjppEscMMfX4A5EhIRwfH8/xLgmxVb29pBimp21dXTxaU8Pvq6sBSDWbOSY2lr9Om0aS2YxSKiCVhru4Y25aIyLnAf83mnWufYVBJeG/l/AlhtalAsBmo9elLpVrxMf3J0zg+xMmDG532u202O2D25MjI/m0o4PVTU3UG+Oen5LCC0VFAHxz61ZSzOaDZiL5kZGEDzFh6Vo9/s39+/ezsrKSRpuNk+LjWTV9OicGWMUBVzPTlRkZfC89na1dXYNO8dKuLuJDnbfHa3bu5J3W1kEz1TGxsRRFR3vdzDZeuKMkrgKuB+wi0gsIoJRSfvVIMRBvEUhKYqAulbvtQ4kJDSUm9IuvwINGOCFAm93Orp4ezMYPwepwUGu18m5rK00uiuW6zEx+O3kyvf39XL97N7mtrWRt3Ei+1UouEKpr9fgFnXb74HehtKuLBRYLt2Znc2xcnJclGx/MJhNzLBbmWCxcbZToGWCuxcK+3l5ebGzkidpaAIqioti6YAEA69rbmRQezoQx8nX6Gu4U+LOMhyCeJjIkhBSzmUDS/QN1qYZrP1riQkOZZ/niXx9mMvHh3LkAtNhsgz6PqZGRABywWnm2vp5Wu92ZhQ7k9PTwpx07WNTeftDsRuM71Fmt/Kaykj8dOMA7s2czx2Lh8YICnXPgwuUTJnD5hAkopdjd08PH7e3YXB42v7l1K9VWK1nh4RxjzDSWxMcz23LwrdNfZ9huRTeJSAIwBRicoyml3vWUUJ7gtMRE6hcv9rYYY8pAXaqDTE5mMxFLlnj0vAlmMwvM5oNCEfMiI2levJg9v/oVuyMjKY+K4tGJE0kwZh0ON2c3mvGhqreX+ysrebSmBqvDwUWpqcQaMwmtIIZHRJgcFcVkFx+dUorni4r4xDBTfdzezgsNDfxo4kQetFiwOxxcv3s3c9ramPnuu+R3dDhNMX40w3anCuwVwLVAJrAJWAh8BJzkWdE0h2Pgy+UrTyciQkpUFMltbRzT3s7S2trBmdsPiovJ3r2bn2dnYwkNmshrn6TP4WD2hg209fezNC2N5VlZOjhhlIgIx8bFHWSWq7NasRszjX29vfyttpaH+vth7lwSbDae2L6dr7a0fMl/6Ku482u9FmfF14+VUl8VkWnAvZ4Va+wp7ezktr17uTs3lxlGUbFAIKy42Ke+ZK6zmwEFYTebiZgwgZWVlTxVV8f9+fl8JzU1qCNGxpvy7m6erqvjzpwcwk0mHisoYHZMDDmGuVAzdqS5JOxNjoqi5bjjWPfAA/wjLY3fZ2XR4JLs6q7/0Ju4M6/sVUr1AohIuFJqB1DgWbHGniabjZeammgYGg2kGVPCiouJPOusQb+IxMVhOess/rZoER/NmcPE8HAu2b6d4zdtYreRx6HxHFs6O7lo2zamr1vHrysrKe/uBuDclBStIMaJEBGKzGauOHCAm/btY4lLyZ6x8B96GndmElUiEg+8CPxPRFqACs+KNfYEYgisrzLS7GZhXByfzJ3LEzU1rKysxOKhGj8ap8ljWXk5Lzc1YQkJYXlWFtdlZh5U1VgzfkQsWcKk1av5WYXLrXMc/IdjgTvRTd8w3t4hImuBOOA1j0rlAQIxmc4fMYlwRUYGl02YgEkEh1KcVVrKWUlJXJmRETSx556iwWolJSyM+NBQ9vX2ckdODj+eOHGw/pfGO3RMm8Z7ViuL3n+fiNZWr/sPjwR3HNeJLpulxl+/exwP1TMJn2KgpEOr3U63w8HVO3fyaE0ND02ZwmI/mIJ7k6GhlOEnncR7mZncXVHB7t5edh9zDOEmE5tKSrTfx0f4T1MT3+voYONllzHX4l9ZBe74JD4FGoDPgZ3G+30i8qmIzPOkcGNJpMlEbkTEl7KDNd4l0WzmrVmzeK6wkAabjeM++4yl27fTon1HwzJQikW1taGA/4aEcFxFBads2cLOnh5umDRp8AlOKwjf4ZWmJiaEhQ2uxOdPuOOT+B/wT6XU6wAicipwHvBX4GHgGM+JN3YUx8SwZ+FCb4uhGQYR4cLUVL6elMS9FRW82NhIpKHM/TUByVO4lmJ5Lz6ei4qLyerp4beVlVx98cX6IcgHsTkcvNHczPkpKX6puN35Ri0cUBAASqk3gEVKqY+BwMxD13iF6JAQ7snLY1NJCREhIbRu2cLpu3fzpnHjG0hAspaWHmakwKW+u5vXEp0W4K+0tvLktm1sXL+e7+/ZoxWEj/Jheztt/f2cmZTkbVFGhTvfqhoRuVlEso3XTUCdiITAmK0G6nH29/ayZNMm1g6zkpzGtxjI+N31wQdUhIVx3syZXFJYiFVkMAEpGPlXQwMLFyzgqmnTaA8JQYCzGxsxK+UXoZTBylstLZhFONlYmtXfcEdJfAdntvWLxivLaAsBvuU50caWHoeDt1pbqbFavS2Kxk2m1Nfz/NatRPb382ZiIs1GhI4/JCCNJc02GxeXlXH+tm1kh4fz2tatxPa7xOn5SShlsPKLnBxK58/320oD7oTANgI/GmH3rrEVx3MEYhXYQEfi4vh5ZiZhDgfPbd1KuqHgg+mpucNuZ+b69dTZbPwyJ4dbsrJQ8fHaT+NHmEQo8OOyJ+6EwK5lmJBXpdRhazeJyOnA73Heox9TSq0Ysv964ArAjjNq6jKllEcS9XQIrP8RsWQJD732GvUiFHV1ORuD5KnZ5nBgNpmwhIby00mTODE+njkDoZM+VopFMzLP1tXxTmsrv5s8mQg/TR51Z/5zg8v7CJyRTfYR+g5i+Cz+CJwCVAHrReRlpVSZS7fPgBKlVLeIXA2sBC50V/gjYSBJy66VhM/zenMzT9TU8HRREVlA6po1KAiap+a3Wlq4orycJ6dN47j4eH4yaZK3RfIKgRDZtqqujh3d3X4dVOCOuWnjkKYPRGSdG2MvAHYppfYAiMhzwDnAoJJQSq116f8xcIkb446KCJOJmdHROvPUx3muro7v7thBYVQU7f39JAXRU3NXfz/L9+zhD9XVTBlmxb9gYujSvP5UWnuAnv5+3mpt5YoJE/wy9HWAI824NgHzcJbmOBwTgUqX7SoOnVNxOfDfEWRYBiwDyMrKcuPUXyYlLIzN8+eP6ljN+PDH6mp+tHMnX4mL4+XiYuL81NE3Gj5sa+PSHTvY1dPDtRMncm9eHlF+ap4YC9xZmtfXebu1lR6Hw29DXwdw51e4EadPQnCamfbivKGPGSJyCVACnDDcfqXUo8CjACUlJdpeFID8urKSG3bv5uykJJ4rLCQyyG6QH7W3Y3M4eGvWLL7qp6GSY8nRLs3rC7zS1ESUycQJfh5o4Y65KXeUY1cDrsbUTKPtIETkZOBW4ASlVN8oz3VYOu12Ttq8mesyM/lOWpqnTuPz+Kqd98T4eH6YkcHvJk8mNEjMLBs7OmiwWjk9KYnrMjNZNmGC34ZJjjWeXJp3vEg0m/lOWprfOqwHOOyvUUQuEBGL8f7nIvJ/IjLXjbHXA1NEJFdEwoCLgJeHjD0H+DNwtlKq/sjFdx8FrO/o4ECfx/SQz+Na9we8n8FsdTh4vt75b59nsfCHqVODQkHYHA7u2LuXhZ9+yvI9e3AoRYiIVhAuRCxZAkP9h34W2XZnbi5/KfC7pXe+hDu/yNuUUh0ichxwMvA48KfDHaSUsgPXAK8D24HnlVLbROROETnb6HY/EAO8ICKbROTlEYY7anSp8EPbecebrv5+zi4t5cKyMja0t4/7+b3F1s5OFn76Kb+sqOCi1FTWzp49WBFX8wXDLV4VedZZPjHrdYdmmw0VIJGU7jy6DNxXzwQeVUq9IiJ3uzO4UupV4NUhbbe7vD/ZXUGPFr3okO/YeZttNs4sLWVdezuPFRRQEhs7ruf3FuXd3czbuJG40FD+VVTEN1NSvC2ST+NrS/MeCedt20aoCP+bNcvbohw17swkqkXkzzjzF14VkXA3j/MpdMb1yPbc8bTzVvf1cfxnn/FpRwf/LCri8gkTxu3c3qLLKKFREBXFfXl5bJ0/XyuIAKbNbuf9tjbm+WFZ8OFw52b/LZwmo9OUUq1AInCjR6XyACEiLI6NJTM8eAvX+oKd96O2Nir7+nht5ky+EeA3SodSPFRVRdZHHw2uLX3dpEl6CdEA53/NzdiV8vvQ1wHciW7qBv7PZbsGqPGkUJ5ARHh/rjv+9sBlYOrujeimTrudmNBQzk9N5asJCSQFeFLjvp4eLisvZ21rK2ckJur1vIOIV5ubiQ8NZVGAmFF1OEWQ4Q0779qWFr5VVsbzhYVBoSAer6nhul3O2pePFRRwWXq6X2fcatzHoRSvNjVxWkJCwETqBZWSmLthA99OTeXGUWZta46cfzc0cFFZGZMjI5nqx5Uwj4RtXV3Mt1h4oqCAnMhIb4ujGUcU8GhBASkB9CAUVEri8+5uavV6EuPG4zU1LCsvZ0FsLK8UF5MYQD8cV5RSPFtfT3ZEBIvj4liRl0eoiA5tDUJCRDg7OdnbYowpgTEfcpMQkaCObhpP1hqVTE9JSODNWbMCVkE0WK1csG0bF2/fzsPVzoICYSaTVhBByl8OHKBsoKx9gBB8SsLbQgQJJ8bH8+epU3m5uJjoAHXavtjQQNH69axuauK+vDyenD7d2yJpvEiD1cpVn3/OPxsavC3KmBJU5iY9k/AsdoeDm/fs4YcTJ5IXGcmyjAxvi+QxXm1q4hvbtjEnJoa3Zs1iRoDExHsaX60dNha81tyMgoAJfR0gqJTEKQkJFAaJ83S86env56KyMl5uaiI3IoJrMjO9LZJHaLRaSQ4L47TERB6dOpXvZfg1WQAAGEBJREFUpadjDpAoFk8TCGtEHIpXmppIDwtjToA9MATVt/uZwsKAvXl5kza7ndO3bGF1UxN/nDIlID/jDrudq8rLmb5+PXVWKyEiXJmRoRXEEeBLtcPGGrvDwestLZyRmBhw/qigmkloxp56q5VTN2+mrLubZwsLuTA11dsijTlvt7Tw/fJyKnp7uXHSJOIC1MfiaXyldpgn2NHdTW8ALDA0HEGlJI779FPmWiw8OGWKt0UJGKJMJhLNZv5TXMypiYmHP8CP6FeKn+7axe+rq5kcGcn7c+ZwrB+tZ+BrBMIaESMxIyaGpsWLBwuJBhJBNVeus9loHDrd1YyKsq6uwVIba2bNCjgFAc4fR43VyjUTJ7KppEQriKPEF2qHeZKokJCAXJc88K7oEIQQ3FVgx4r3W1s59tNP+eHOnQABUXLi7ytWkJWYiISFEXvNNaz43e8QEZ4pLOShKVMCNox3PPH3NSJGYn9vLws2buTDADCbDUdQmZt0COzR80pTExds28ak8HDuzB3tyra+xd9XrODq22+nJzsbHniAjrw8bvvLX5iwYgWXLl/ubfECCn9eI2IkXm1qYn1HB4kBurJgcM0kdDLdUfF0bS3nlJZSGBXF+3PmkB0R4W2RxoTbVq6kx2aDs86CvDx44AHszzzDbStXels0jR/wanMzuRERFARoeH1QKYnTExM5NkDK9443nXY7N+/Zw/Hx8bw1ezYpAbQmQlVLi/PNZ585/15+OSxY8EW7RjMCvf39rGlp4cykpIAwuw5HYM6PRmBlfr63RfA7BtbpjQkN5Z3Zs8kMDyciwOzzmQkJVLa0wNtvw549cPvtcN99xLz4IlaHg7AAdEZqxoa3W1vpdjj4WgAGbgygv/2aEelXiqs//5wbd+9GKcXkqKiAUxAAd910E5EDUTf/v707j466PBc4/n0y2UMySchA2AwhCAiBIERAqr1WrCK9KCq2aD2iR29vF2v1WCu3e63ea91qtdpWexW0rVpwgxahFm2xCkpEISEIJkBIgCwkIcFsk8y894+Z5I7okAAz88vM7/mck3NmJrM8b2Ymz+9dfs+7fz9885s41qzh6KJF/KGuztrg1KA2xOFgUU4O52VmWh1K2NgqSczfto1LSkutDiMqdHm9LCkv53eHDhEfo93oXkuXLeM3d97JmKwsBBiTlsb/uly8XlTEdbm5ANRpiXn1Gc7JzOSlwkJSYvDgqZethpvavV66dHVTv4729HD5jh38vbmZ+wsKuG3MGKtDCruly5YFXcl0sKuLaVu2cIXLxUPjx8f0PwQ1cE3d3XR5vYxISrI6lLCyVU9Cl8D2zxjDgtJS3mhuZvmkSbZIEP1xJSRw44gRPH7oELO2bo25/QLUyVleW8vITZs42NVldShhZaskES9CjyaJ4xIRbhk9mpcKC1nqH2qxu4S4OO4pKGDdtGnUud0Uv/ceTx461Depr+zpr42NTElNZaT2JGKHnnEd3M62Nl7wb5ZyhcvFwhjbgjEULsrOZltxMWdnZPC3piarw1EWau3p4c2WFhbEYEG/Y9lqTmJ+djZtXq/VYQw677a2smD7dlIdDhZkZ+uY+3GMSErib0VFdHm9iAgftbfT6vEwMz3d6tBUBP29uZluY2Ky6uuxbJUkbtHx9U95ramJy8rKGJaYyGtFRZogBsAhQqr/73RbZSXrmpq4d9w4vjN6dMyeUKU+aW1jI06HwxYn59pquEl90sr6er5UWkpBSgpvnXkmBSkpVocUdZ6aNImLs7O5tbKSS8vKaNQqw7bw07FjWTllii02nYr9FgZYsmMHhe++a3UYg8a2jz9mdkYG/5w+PeaX8YXL0IQEXi4s5Ffjx7O+qYnpJSXs1NVPMW90cjJfjOGzrAPZargJoNvmE9fGGA653YxMSuLn+fm4jYnJGviRJCLcPHo05zid3FVVxdgYKXyoPtuq+nqO9PRww4gRthhetNV/B7ufJ+E1hlsqKigqKaGmsxMR0QQRQjPS03nRf/Zta08P13/4YcyvobejB2tqePzQIVskCLBjkrA6CIt0e71cu3MnDx84wDXDh8f82m6rbT16lD/X1zO9pIR1jY1Wh6NC5LDbzebWVlusauplqyQRb9OeRLvHw6KyMv5YX8/d+fk8WFBAnE2OgqxyXlYWJTNnkpuYyMWlpXyvshK3Lr+OeuuamjAQ01Vfj2WrOYkLs7I4zYZH0HdVVfFqUxO/mzCBr40caXU4tnFGWhrvzJjBbZWV3FddTbvHw68nTLA6LHUK1jY1MTwhwVbnxdgqSSwZPtzqECzxw7w8vpCZaZvVGINJisPBYxMmMC8ri1n+fyzdXq8tlk7GEndpKZ0bNnAwL48ver30lJXF3DaswYT1kyoi80Vkl4hUiMinSmyKyOdFZKuI9IjI4nDGAuD2emnz2GNWoqK9ncvLymjp6SHV4dAEYbErXC7GJCfjNYZLy8r4xu7ddNjksxjt3KWldKxZg2lp4ZXt23morIyONWtw22TbgbAlCRFxAI8CFwOTgatEZPIxd9sPXAf8KVxxBPpuZSWjN22KxEtZwl1aSutDD7HxgQeY+9ZbbGxsZH9np9VhqQBeYyhMS+O3Bw8yZ+tWPaciCrRv2MDGtDQeHTUK8A+/dHfTuWGDpXFFSjh7ErOACmPMHmOMG3gOuDTwDsaYfcaY7UBEZvRieQls79HOm8DCoiKSPB5e3bqViXv3Wh2aChAfF8e9BQWsnTqVg/6Ksk9pRdlBqbKjgx/v3cu0SZO4pKiI+/PyaAsYJjQtLRZGFznhTBKjgOqA6zX+206YiHxNREpEpKTBX6n0ZMRyFdjODRt4LiuLRdOmMaKri3UffMCE1lbbHO1Em4uHDmVbcTGzMzL40d69HNWhp0Fl+aFDjH/nHe6qquJ0t5sndu5kx+bNpAWsUBOn08IIIycqJq6NMY8DjwMUFxef9H/5WFoCe9jt5uXDh1nZ0OA727elhRkpKXyrpobvVFeT3dMD2OdoJxqNTEritaIi9nd2khEfT7fXy672dgqHDLE6tEGrdwLZtLQgTifJ8+ad8gSyxxjfJlu1tVzhcnGZy8UFWVn8T34+1wwfzrCPPqKjrAwClzAnJJA8b94ptiY6hDNJHAACy66O9t9mGUeUbzrU7fXyVG0tKxsaeKO5GQ9QkJxMm8eDOJ1MaGnhZ8cML9nlaCdaOUTI9xdWvK+6mp/u28d9BQXcPGqUbc7oHajeIVX8RRRNS4vvOpxUotjd3s6K2lqerqujpqvLV9XV/30ZnZzMsrw83x39zx3q5BQtwpkktgCni0g+vuSwBLg6jK/Xry9kZhIfZV+8OrebXe3tfN4f+91VVSTFxXHHaadxpctF0ZAhiAjuefM+8QUCbHW0Ewv+c+RINre2cktFBa83N/PkpEkMTUiwOqxBo3PDhk9+vqFvAnmg/7B7lx8b/yqz3e3tXJSdzQMFBVwydCjJQUrlJ06dapukcKywJQljTI+I3ASsxzcd8KQxZoeI3AmUGGNWi8hZwEtAFrBQRH5mjJkSrpguyM7mgihYClrb1cWL/qGkjUeOMDQhgUNz5+IQYcvMmbgSEj51lJlo86OdWDA0IYFXCgt5+MABbq+sZHpJCSsnT2aO9gaB4EOn/Q2peozhtaYmVtTV8Y8jR9gzezYpDgfLJ01iTFKSlqjpR1jnJIwxa4G1x9z244DLW/ANQ0VEm8fD0Z4ehicmDtqu/P379/O9PXswwOTUVH6Ul8dil6tvhcGwxMSgj7Xz0U6sEBG+468ou3TnTpL1pLs+4nR+ZkIINqRa3dnJowcO8ExdHQfdbrLi47l62DDaPB5SHA5m22DDoFCIionrUHm4pobv791Lx7nnBu1WRlJNZycvHD7Myvp6Hhw/nlkZGZzjdPKTsWO50uViclqa1SEqi8xMT2f7WWf11dh6pKaGxS6Xrff9SB7AkGpzdzftXi+jkpKodbu5v7qai4cO5eHcXP596FCtenwSbJUkHP4vnJWLDds8Hh4/eJCVDQ1sam0FYFpaGq3+1UhznE4dXlAAfQmiqrOTO/bs4edVVTxzxhlcFAVDpuEQbEg1bsoU1jY2sry2llcOH+ba3FyemDiR4vR0Ds6de9zet+qfPZNEhFc47evo4KDbzVynEwfwk337KEhJ4a78fK50uZiQmhrReFR0yUtOpmTmTL5SXs787dv53pgx3JWfb8v6T8cOqf53VRWPbN5MrdtNTkICXx85kutzcwHf0J0miFNnqyTRu7IpEstg93R0sKqhgVUNDWw5epTJqansmDWLZIeDytmzcemHV52AyWlpvDtjBrdWVHBvdTXvf/wx66dNG7Rza+HS2N3NK4cPc31uLiLC4e5uZqenc11uLguGDiXRhokz3GyVJHpnIcLdk7itooIHa2oAKE5P555x41jscvX9XhOEOhkpDge/nTiReVlZGLBNguj2elnX1MSK2lpWNzbS7a9/NSsjgwcKCmzzd7CKrZLE55xO7h03jtQQTlp/1N7OSn+P4cUpUxibksJF2dnkJiay2OXqO1FKqVC5ctiwvsu/OXCA7W1tPFhQQMogWIwRajva2jj/gw+o7+5mWEICN40axdLcXIr8Z6Vrggg/WyWJM9PTOTMEm4U0dnfzmwMHWNnQwHZ/Fc85GRk09vQwFrgwO5sLbTq5qCLroNvNbw8e5O2WFp6fPJlJUb4irsHt5tn6elLj4rhx5EhOT0lhfnY2i10u5mdn23IexmoSbdUni4uLTUlJyUk99mhPD7VuN2OTk0/4w7azrY02j4fijAwa3G5GbtrErPR0rnS5+vYKUMoKrzY2cu2HH9Lu8fDo6aez1D9eHy3cXi9rGxtZUVfHXxob6TGGy3NyeKGw0OrQYoqIvGeMKT7Rx9mqJ/FCQwPX79rFntmzBzQMtKOtjZX19axqaGBHezvzMjP5+/TpuBITOXT22eTo3IIaBHoryl6zcyfX79rF9CFDmB5F22veuGsXz9TVkZuYyK2jR7M0N5cpUd4jiiW2ShLxJ7AE9qvl5fypvh4BznU6eWT8eC4PmHzWBKEGk96Ksm80N/cliMNu96D7nNa53fyxro6na2tZNWUK41NT+faoUSwZNowLs7KI1+GkQcc2ScJdWor7vfdg7FiOrFiB+5xzSJw6FWMM2/09hjWNjbx55plkxMdzWU4On3M6uSwnx9Znuaro4RDpq032dksLX9y2jXvGjeMmiyvKur1e1vhPdnu1sREPMDs9nSb/CaRnaXmMQc0WSaK3xHBcZiYAPR9/TMX69axob+dFoKKjgzjgvMxM6txuMuLjWRywgkSpaDMhJYXzs7K4uaKCDf6KstkRrChrjOFITw9ZCQkc9Xi4qrwcV0ICt592GkuHD4/6CXY7sUWS6C0x7DCGFI8HjwhHjeGB9na+kJ3N7WPGsCgnR8/OVDEjJzGR1YWFPFRTwx179jC9pIRnJ0/mc2Eu+XKoq4s/1NWxvLaWzPh43poxg6EJCbwzYwbThgzpq3qgooctkkRv5cj8jg4ur69nXEcHqV4vFW+/zdgf/MDi6JQKDxHh1jFjONfpZEl5OW8eORK2JLGhuZkHqqtZ39SEFzg7I4OlubkYYxCRkCw9V9awRZLoLTE8ta2NR3fv7rs9W7u8ygaKMzJ4v7iYNP/Jdm+1tDAuOfmU5tqMMbzT2soZaWk44+PZ3d5OaVsby047jWtzc5mo9chihi2WEiTPmwfHjsfqrm3KRtLj44kTodvr5erycqaXlLC+qemEn+dAVxf3VFVxxrvvcvb77/NcfT0AN4wYwb45c7h73DhNEDHGFkkicepUUhYu7NucRJxOUhYu1A16lO0kxMXx6rRpDEtMZP727SyrrKTb6+33cZ0eDxdt28aYTZv4r717cSUm8vuJE7nKv8AjMS5O5xtilC2Gm0B3bVOqV29F2VsqKvhFdTX/bGnhL/HxJLz+et8+DUnnn09JXh472tr42siRJDscZMbH88O8PK4dPpzx2luwDdskCaXU/0txOPidv6Ls+spKHOvWYbq7qU5K4nmnk2cPHKCyqYns+HiuHT6cZIeD56eEbft5NYjZYrhJKfXZvjxsGL985x2ku5uytDSmzpnDXfn5jOjq4rH9+9k3Z86g2OpXWUd7EkrZXO8S8d2pqXx/716+XF/P2M5OwDfhrexNPwFK2VzvEvHLGxo+dbtSOtyklM3pEnF1PNqTUMrmelf9dW7Y0Le6KXnePF0NqABNEkopdIm4Ck6Hm5RSSgWlSUIppVRQmiSUUkoFpUlCKaVUUJoklFJKBSXGGKtjOCEi0gBUWR3HKcgBDlsdRJjZoY1gj3ZqG2PHRGPMCe/+FHVLYI0xLqtjOBUiUmKMKbY6jnCyQxvBHu3UNsYOESk5mcfpcJNSSqmgNEkopZQKSpNE5D1udQARYIc2gj3aqW2MHSfVzqibuFZKKRU52pNQSikVlCYJpZRSQWmSCBMRmS8iu0SkQkSWfcbvvy4ipSLygYj8S0QmWxHnqeivjQH3u0JEjIhE3TLDAbyP14lIg/99/EBEbrQizlM1kPdSRL4sIuUiskNE/hTpGE/VAN7LXwa8j7tF5IgVcZ6KAbTxNBF5Q0TeF5HtIrKg3yc1xuhPiH8AB1AJjAMSgW3A5GPukxFw+RJgndVxh7qN/vulAxuBzUCx1XGH4X28Dvi11bFGoJ2nA+8DWf7rw6yOO9RtPOb+3waetDruMLyPjwPf8F+eDOzr73m1JxEes4AKY8weY4wbeA64NPAOxpjWgKtpQLStIOi3jX4/B34BdEYyuBAZaBuj3UDa+R/Ao8aYZgBjTH2EYzxVJ/peXgU8G5HIQmcgbTRAhv+yEzjY35NqkgiPUUB1wPUa/22fICLfEpFK4F7g5gjFFir9tlFEZgBjjDF/jWRgITSg9xG4wt91XyUiYyITWkgNpJ0TgAki8paIbBaR+RGLLjQG+l4iInlAPvB6BOIKpYG08afANSJSA6zF12M6Lk0SFjLGPGqMKQDuAH5odTyhJCJxwIPAbVbHEmZrgLHGmGnAa8AKi+MJl3h8Q07n4TvKfkJEMi2NKHyWAKuMMR6rAwmDq4DlxpjRwALgGf93NShNEuFxAAg8ohztvy2Y54BFYY0o9PprYzpQCPxDRPYBc4DVUTZ53e/7aIxpNMZ0+a/+HpgZodhCaSCf1xpgtTGm2xizF9iNL2lEixP5Ti4h+oaaYGBtvAH4M4AxZhOQjK/AYVCaJMJjC3C6iOSLSCK+D93qwDuISOAX7EvARxGMLxSO20ZjTIsxJscYM9YYMxbfxPUlxpiTKjJmkYG8jyMCrl4C7IxgfKHSbzuBl/H1IhCRHHzDT3siGeQpGkgbEZFJQBawKcLxhcJA2rgfmAcgImfgSxINx3vSqKsCGw2MMT0ichOwHt+KgyeNMTtE5E6gxBizGrhJRC4AuoFmYKl1EZ+4AbYxqg2wjTeLyCVAD9CEb7VTVBlgO9cDF4pIOeABbjfGNFoX9Yk5gc/rEuA541/+E00G2Mbb8A0V3opvEvu6/tqqZTmUUkoFpcNNSimlgtIkoZRSKihNEkoppYLSJKGUUiooTRJKKaWC0iSh1GcQkZ+KyHdD+HxrRSTT//PNUD2vUuGmSUKpCDDGLDDGHAEyAU0SKmpoklDKT0R+4N9H4F/ARP9tBSKyTkTeE5E3/WfkIiLLReRhEXlbRPaIyGL/7SNEZKN/T4IyETnXf/s+/5nK9wAF/t/fJyJPi8iigBj+KCKxWGlWRSk941opQERm4jvbdjq+78VW4D189fe/boz5SERmA48B5/sfNgI4B5iEr/zBKuBqYL0x5m4RcQCpx7zUMqDQGDPd/7r/BtwKvCwiTmAuUXb2vYptmiSU8jkXeMkY0w4gIqvx1bWZC6wUkd77JQU85mVjjBcoF5Hh/tu2AE+KSIL/9x8c70WNMf8UkcdExAVcAbxgjOkJWauUOkU63KRUcHHAEWPM9ICfMwJ+3xVwWQCMMRuBz+OrvrlcRK4dwOs8DVwDXA88GZrQlQoNTRJK+WwEFolIioikAwuBdmCviFwJID5Fx3sS/4Y1dcaYJ/CVDp9xzF2O4iujHmg5cAuAMab8VBuiVChpklAKMMZsBZ7Hty/wq/iGjQC+CtwgItuAHfS/fel5wDYReR/4CvCrY16nEXjLP6l9n/+2Onwlxp8KTWuUCh2tAquUxUQkFSgFZhhjWqyOR6lA2pNQykL+PUV2Ao9oglCDkfYklFJKBaU9CaWUUkFpklBKKRWUJgmllFJBaZJQSikVlCYJpZRSQf0fGVY8NY/1Fo8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "centroid, idx = KMeans(4).fit(data, plt_process=True, seed=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对于基于原型的聚类，初始聚类中心的选择特别重要，一般来说我们需要多次实验，然后取合适的结果。此外，我们一般希望初始的聚类中心能够较为分散，这样便于我们发现那些分离的聚类，由此衍生出KMeans++等对初始聚类中心作了加强的算法。下面附上自己写的Kmeans++的实现，项目地址[ToyML](https://github.com/shenxiangzhuang/ToyML/blob/master/myml/Clustering/Kmeans/KmeansClustering.py)。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'myml'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-12-7e93d8b2a7e4>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mmyml\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlinear_algebra\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0meuclidean_distance\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mmyml\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtypes\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mVector\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDataSet\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mClusters\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTuple\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mrandom\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmath\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'myml'"
     ]
    }
   ],
   "source": [
    "from myml.utils.linear_algebra import euclidean_distance\n",
    "from myml.utils.types import Vector, DataSet, Clusters, Tuple, Any\n",
    "import random\n",
    "import math\n",
    "\n",
    "\n",
    "\"\"\"\n",
    "TODO:\n",
    "1. Plot\n",
    "2. Test\n",
    "\"\"\"\n",
    "\n",
    "\n",
    "class Kmeans:\n",
    "    \"\"\"\n",
    "    K-means algorithm.\n",
    "    Refrences:\n",
    "    1. Zhou Zhihua\n",
    "    2. Murphy\n",
    "    Note: Here we just code the naive K-means and K-means++ algorithms.\n",
    "    We implement the Bisecting K-means algorithm in myml.Hierarchical.Diana.\n",
    "    \"\"\"\n",
    "    def __init__(self, dataset: DataSet, k: int,\n",
    "                 max_iter: int = 500) -> None:\n",
    "        \"\"\"\n",
    "        dataset: the set of data points for clustering\n",
    "        k: the number of clusters, specified by user\n",
    "        max_iter: The number of iterations the algorithm will run\n",
    "        for if it does not converge before that.\n",
    "        \"\"\"\n",
    "        self._dataset: DataSet = dataset\n",
    "        self._k: int = k\n",
    "        self._max_iter: int = max_iter\n",
    "        # results\n",
    "        self._centroids: Any = [[] for i in range(self._k)]\n",
    "        self._clusters: Clusters = [[]]\n",
    "\n",
    "    def _get_initial_centroids(self) -> DataSet:\n",
    "        \"\"\"\n",
    "        get initial centroids by a simple random selection\n",
    "        \"\"\"\n",
    "        return random.sample(self._dataset, self._k)\n",
    "\n",
    "    def _get_centroid_label(self, point: Vector,\n",
    "                            centroids: DataSet) -> int:\n",
    "        distances = [euclidean_distance(point, centroid)\n",
    "                     for centroid in centroids]\n",
    "        return distances.index(min(distances))\n",
    "\n",
    "    def _get_clusters(self, centroids: DataSet) -> Clusters:\n",
    "        clusters = [[] for i in range(self._k)]\n",
    "        for i, point in enumerate(self._dataset):\n",
    "            centroid_label = self._get_centroid_label(point, centroids)\n",
    "            clusters[centroid_label].append(i)\n",
    "        return clusters\n",
    "\n",
    "    def _get_centroids(self, clusters: Clusters) -> DataSet:\n",
    "        # clusters: indexes -> data points\n",
    "        points_clusters = [[self._dataset[i] for i in cluster]\n",
    "                           for cluster in clusters]\n",
    "        centroids = [[] for i in range(self._k)]\n",
    "        for i, cluster in enumerate(points_clusters):\n",
    "            centroid = [sum(t) / self._k for t in zip(*cluster)]\n",
    "            centroids[i] = centroid\n",
    "        return centroids\n",
    "\n",
    "    def fit(self) -> Tuple[DataSet, Clusters]:\n",
    "        centroids = self._get_initial_centroids()\n",
    "        clusters = self._get_clusters(centroids)  # just for unbound error\n",
    "        for _ in range(self._max_iter):\n",
    "            clusters = self._get_clusters(centroids)\n",
    "            prev_centroids = centroids\n",
    "            centroids = self._get_centroids(clusters)\n",
    "            # If no centroids change, the algorithm is convergent\n",
    "            if prev_centroids == centroids:\n",
    "                print('Training Converged')\n",
    "                break\n",
    "        self._centroids = centroids\n",
    "        self._clusters = clusters\n",
    "        return (centroids, clusters)\n",
    "\n",
    "    def predict(self, point: Vector) -> int:\n",
    "        return self._get_centroid_label(point, self._centroids)\n",
    "\n",
    "    def print_cluster(self) -> None:\n",
    "        for i in range(self._k):\n",
    "            print(f'label({i}) -> {self._centroids[i]}: {self._clusters[i]}')\n",
    "\n",
    "    def print_labels(self) -> None:\n",
    "        y_pred = [0] * len(self._dataset)\n",
    "        for cluster_index in range(self._k):\n",
    "            for sample_index in self._clusters[cluster_index]:\n",
    "                y_pred[sample_index] = cluster_index\n",
    "        print('Sample labels: ', y_pred)\n",
    "\n",
    "\n",
    "class KmeansPlus(Kmeans):\n",
    "    \"\"\"\n",
    "    The implementation of k-means++ algorithm\n",
    "    \"\"\"\n",
    "\n",
    "    def _get_min_sq_dist(self, point: Vector) -> float:\n",
    "        min_sq_dist = math.inf\n",
    "        for centroid in self._centroids:\n",
    "            if centroid != []:\n",
    "                sq_dist = euclidean_distance(point, centroid)**2\n",
    "                if sq_dist < min_sq_dist:\n",
    "                    min_sq_dist = sq_dist\n",
    "        return min_sq_dist\n",
    "\n",
    "    def _get_initial_centroids(self) -> DataSet:\n",
    "        # get initial centroids by k-means++ algorithm\n",
    "        # the first centroid\n",
    "        self._centroids[0] = random.choice(self._dataset)\n",
    "        for i in range(1, self._k):\n",
    "            min_distances = [self._get_min_sq_dist(point)\n",
    "                             for point in self._dataset]\n",
    "            total_dist = sum(min_distances)\n",
    "            weights = [dist / total_dist for dist in min_distances]\n",
    "            self._centroids[i] = random.choices(self._dataset, weights)[0]\n",
    "        return self._centroids\n",
    "\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    dataset = [[1.0, 2], [1, 4], [1, 0],\n",
    "               [10, 2], [10, 4], [10, 0]]\n",
    "    k = 2\n",
    "    # kmeans\n",
    "    print('Test K-means...')\n",
    "    kmeans = Kmeans(dataset, k)\n",
    "    kmeans.fit()\n",
    "    kmeans.print_cluster()\n",
    "    kmeans.predict([0.0, 0.0])\n",
    "    # kmeans++\n",
    "    print('Test K-means++...')\n",
    "    kmeansplus = KmeansPlus(dataset, k)\n",
    "    kmeansplus.fit()\n",
    "    kmeansplus.print_cluster()\n",
    "    kmeansplus.predict([0.0, 0.0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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